In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
alpha = 0.02
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fe1844959e8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fe18406bcc0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
img = tf.placeholder(tf.float32, shape=[None, image_width, image_height, image_channels], name='input_z')
inputs_z = tf.placeholder(tf.float32, shape=[None, z_dim], name='input_z')
lr = tf.placeholder(tf.float32, name='lr')
return img, inputs_z, lr
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# print('discriminator')
# print('images: ', images)
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is ?x28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same',
kernel_initializer = tf.random_normal_initializer(stddev=0.02))
relu1 = tf.maximum(0.02 * x1, x1)
# 14x14x64
# print(x1)
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same',
kernel_initializer = tf.random_normal_initializer(stddev=0.02))
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(0.02 * bn2, bn2)
# 7x7x128
# print(x2)
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same',
kernel_initializer = tf.random_normal_initializer(stddev=0.02))
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(0.02 * bn3, bn3)
# 4x4x256
# print(x3)
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
# print(logits)
out = tf.sigmoid(logits)
# print('discriminator out: ', out)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# print('generator')
# print('out_channel_dim: ', out_channel_dim)
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
# x1 = tf.layers.batch_normalization(x1, training=training)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512 now
# print(x1)
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=1, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 7x7x256 now
# print(x2)
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 14x14x128 now
# print(x3)
x4 = tf.layers.conv2d_transpose(x3, 64, 5, strides=2, padding='same')
x4 = tf.layers.batch_normalization(x4, training=is_train)
x4 = tf.maximum(alpha * x4, x4)
# Output layer
logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 5, strides=1, padding='same')
# 28x28x3 now
# print(logits)3
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
# print('Generator for fake images...')
g_model = generator(input_z, out_channel_dim)
# print('Passing discriminator with real images...')
d_model_real, d_logits_real = discriminator(input_real)
# print('Passing discriminator with fake images...')
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
g_updates = [opt for opt in update_ops if opt.name.startswith('generator')]
with tf.control_dependencies(g_updates):
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
# tf.reset_default_graph()
show_every=20
print_every=1
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
print(epoch_count)
print(batch_size)
print(z_dim)
print(learning_rate)
print(beta1)
print(data_shape)
print(data_image_mode)
image_width = data_shape[1]
image_height = data_shape[2]
image_channels = data_shape[3]
input_real, input_z, learning_rate_ = model_inputs(image_width, image_height, image_channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
print('Starting Session...')
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
print('Epoch :', epoch_i)
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps +=1
batch_images = batch_images*2.0
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_train_opt, feed_dict={input_z: batch_z})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, 16, input_z, image_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 256
z_dim = 30
learning_rate = 0.001
beta1 = 0.5
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
2 256 30 0.001 0.5 (60000, 28, 28, 1) L Starting Session... Epoch : 0 Epoch 1/2... Discriminator Loss: 3.3020... Generator Loss: 0.0466 Epoch 1/2... Discriminator Loss: 4.6159... Generator Loss: 9.0740 Epoch 1/2... Discriminator Loss: 6.1177... Generator Loss: 0.0035 Epoch 1/2... Discriminator Loss: 0.1113... Generator Loss: 9.5252 Epoch 1/2... Discriminator Loss: 0.3481... Generator Loss: 4.2335 Epoch 1/2... Discriminator Loss: 3.5535... Generator Loss: 0.0510 Epoch 1/2... Discriminator Loss: 3.8407... Generator Loss: 13.7251 Epoch 1/2... Discriminator Loss: 0.1166... Generator Loss: 4.5529 Epoch 1/2... Discriminator Loss: 2.9087... Generator Loss: 0.2041 Epoch 1/2... Discriminator Loss: 0.4441... Generator Loss: 12.9108 Epoch 1/2... Discriminator Loss: 0.6046... Generator Loss: 13.9347 Epoch 1/2... Discriminator Loss: 0.1395... Generator Loss: 11.7490 Epoch 1/2... Discriminator Loss: 0.0356... Generator Loss: 7.7641 Epoch 1/2... Discriminator Loss: 0.2007... Generator Loss: 2.4320 Epoch 1/2... Discriminator Loss: 0.8973... Generator Loss: 1.9409 Epoch 1/2... Discriminator Loss: 0.1649... Generator Loss: 7.3149 Epoch 1/2... Discriminator Loss: 0.3680... Generator Loss: 3.9573 Epoch 1/2... Discriminator Loss: 2.0208... Generator Loss: 1.2309 Epoch 1/2... Discriminator Loss: 0.9862... Generator Loss: 4.2856 Epoch 1/2... Discriminator Loss: 1.0985... Generator Loss: 1.9580
Epoch 1/2... Discriminator Loss: 0.7832... Generator Loss: 3.5349 Epoch 1/2... Discriminator Loss: 0.4457... Generator Loss: 1.6426 Epoch 1/2... Discriminator Loss: 0.2319... Generator Loss: 2.4024 Epoch 1/2... Discriminator Loss: 0.2639... Generator Loss: 2.6415 Epoch 1/2... Discriminator Loss: 0.2762... Generator Loss: 2.4362 Epoch 1/2... Discriminator Loss: 0.2490... Generator Loss: 3.3696 Epoch 1/2... Discriminator Loss: 0.1862... Generator Loss: 2.9051 Epoch 1/2... Discriminator Loss: 0.1432... Generator Loss: 3.0642 Epoch 1/2... Discriminator Loss: 0.1160... Generator Loss: 3.5178 Epoch 1/2... Discriminator Loss: 0.2090... Generator Loss: 2.4886 Epoch 1/2... Discriminator Loss: 0.4469... Generator Loss: 1.8499 Epoch 1/2... Discriminator Loss: 0.4798... Generator Loss: 6.7726 Epoch 1/2... Discriminator Loss: 0.5922... Generator Loss: 2.3582 Epoch 1/2... Discriminator Loss: 0.0987... Generator Loss: 5.6949 Epoch 1/2... Discriminator Loss: 0.1407... Generator Loss: 4.0548 Epoch 1/2... Discriminator Loss: 0.3169... Generator Loss: 1.9841 Epoch 1/2... Discriminator Loss: 0.2926... Generator Loss: 7.8862 Epoch 1/2... Discriminator Loss: 0.0831... Generator Loss: 3.8180 Epoch 1/2... Discriminator Loss: 1.1319... Generator Loss: 0.6162 Epoch 1/2... Discriminator Loss: 5.0390... Generator Loss: 14.5770
Epoch 1/2... Discriminator Loss: 0.0222... Generator Loss: 5.5399 Epoch 1/2... Discriminator Loss: 2.6529... Generator Loss: 0.2101 Epoch 1/2... Discriminator Loss: 0.1883... Generator Loss: 6.8056 Epoch 1/2... Discriminator Loss: 0.8175... Generator Loss: 7.1917 Epoch 1/2... Discriminator Loss: 0.4154... Generator Loss: 3.5105 Epoch 1/2... Discriminator Loss: 1.0952... Generator Loss: 1.2026 Epoch 1/2... Discriminator Loss: 0.6128... Generator Loss: 3.8570 Epoch 1/2... Discriminator Loss: 0.6874... Generator Loss: 2.0786 Epoch 1/2... Discriminator Loss: 1.1754... Generator Loss: 1.0518 Epoch 1/2... Discriminator Loss: 0.8810... Generator Loss: 4.8667 Epoch 1/2... Discriminator Loss: 0.3853... Generator Loss: 2.0764 Epoch 1/2... Discriminator Loss: 0.1382... Generator Loss: 2.8152 Epoch 1/2... Discriminator Loss: 0.1064... Generator Loss: 3.7178 Epoch 1/2... Discriminator Loss: 0.1045... Generator Loss: 3.7640 Epoch 1/2... Discriminator Loss: 0.0853... Generator Loss: 3.8893 Epoch 1/2... Discriminator Loss: 0.0864... Generator Loss: 3.8658 Epoch 1/2... Discriminator Loss: 0.0849... Generator Loss: 3.7184 Epoch 1/2... Discriminator Loss: 0.1103... Generator Loss: 3.1126 Epoch 1/2... Discriminator Loss: 0.0629... Generator Loss: 4.5111 Epoch 1/2... Discriminator Loss: 0.0541... Generator Loss: 4.1935
Epoch 1/2... Discriminator Loss: 0.0700... Generator Loss: 3.5581 Epoch 1/2... Discriminator Loss: 0.0488... Generator Loss: 4.7828 Epoch 1/2... Discriminator Loss: 0.0517... Generator Loss: 4.8373 Epoch 1/2... Discriminator Loss: 0.0379... Generator Loss: 4.6591 Epoch 1/2... Discriminator Loss: 0.0280... Generator Loss: 5.0325 Epoch 1/2... Discriminator Loss: 0.0206... Generator Loss: 5.4950 Epoch 1/2... Discriminator Loss: 0.0116... Generator Loss: 5.7959 Epoch 1/2... Discriminator Loss: 0.0131... Generator Loss: 5.9394 Epoch 1/2... Discriminator Loss: 0.0127... Generator Loss: 5.9572 Epoch 1/2... Discriminator Loss: 0.0115... Generator Loss: 5.6238 Epoch 1/2... Discriminator Loss: 0.0797... Generator Loss: 2.6877 Epoch 1/2... Discriminator Loss: 0.0200... Generator Loss: 7.6860 Epoch 1/2... Discriminator Loss: 0.0205... Generator Loss: 7.8717 Epoch 1/2... Discriminator Loss: 0.0473... Generator Loss: 4.0619 Epoch 1/2... Discriminator Loss: 0.6509... Generator Loss: 1.1557 Epoch 1/2... Discriminator Loss: 5.4671... Generator Loss: 19.3343 Epoch 1/2... Discriminator Loss: 7.4333... Generator Loss: 0.0160 Epoch 1/2... Discriminator Loss: 0.6470... Generator Loss: 4.0470 Epoch 1/2... Discriminator Loss: 1.4657... Generator Loss: 4.4853 Epoch 1/2... Discriminator Loss: 0.9598... Generator Loss: 1.6393
Epoch 1/2... Discriminator Loss: 0.3740... Generator Loss: 2.0341 Epoch 1/2... Discriminator Loss: 0.1859... Generator Loss: 3.2152 Epoch 1/2... Discriminator Loss: 0.1592... Generator Loss: 3.1240 Epoch 1/2... Discriminator Loss: 0.1792... Generator Loss: 2.6671 Epoch 1/2... Discriminator Loss: 0.2097... Generator Loss: 2.4291 Epoch 1/2... Discriminator Loss: 0.1831... Generator Loss: 2.5558 Epoch 1/2... Discriminator Loss: 0.2028... Generator Loss: 2.5367 Epoch 1/2... Discriminator Loss: 0.1667... Generator Loss: 2.6072 Epoch 1/2... Discriminator Loss: 0.2372... Generator Loss: 2.1171 Epoch 1/2... Discriminator Loss: 0.3401... Generator Loss: 1.6659 Epoch 1/2... Discriminator Loss: 0.6946... Generator Loss: 1.3285 Epoch 1/2... Discriminator Loss: 0.8671... Generator Loss: 1.4705 Epoch 1/2... Discriminator Loss: 0.6376... Generator Loss: 2.2369 Epoch 1/2... Discriminator Loss: 0.6756... Generator Loss: 1.5433 Epoch 1/2... Discriminator Loss: 0.5527... Generator Loss: 2.4222 Epoch 1/2... Discriminator Loss: 0.7617... Generator Loss: 1.1338 Epoch 1/2... Discriminator Loss: 0.9692... Generator Loss: 4.1960 Epoch 1/2... Discriminator Loss: 1.6885... Generator Loss: 0.3708 Epoch 1/2... Discriminator Loss: 2.0141... Generator Loss: 6.5250 Epoch 1/2... Discriminator Loss: 0.6618... Generator Loss: 1.5206
Epoch 1/2... Discriminator Loss: 0.6819... Generator Loss: 1.6444 Epoch 1/2... Discriminator Loss: 0.6461... Generator Loss: 2.7425 Epoch 1/2... Discriminator Loss: 0.8463... Generator Loss: 1.5887 Epoch 1/2... Discriminator Loss: 0.9968... Generator Loss: 1.3143 Epoch 1/2... Discriminator Loss: 1.1009... Generator Loss: 1.6059 Epoch 1/2... Discriminator Loss: 1.1747... Generator Loss: 1.3925 Epoch 1/2... Discriminator Loss: 1.1571... Generator Loss: 1.2570 Epoch 1/2... Discriminator Loss: 1.0960... Generator Loss: 1.6755 Epoch 1/2... Discriminator Loss: 0.8572... Generator Loss: 1.5593 Epoch 1/2... Discriminator Loss: 0.5750... Generator Loss: 2.0777 Epoch 1/2... Discriminator Loss: 0.5550... Generator Loss: 1.8461 Epoch 1/2... Discriminator Loss: 0.5812... Generator Loss: 1.5043 Epoch 1/2... Discriminator Loss: 0.8643... Generator Loss: 2.2207 Epoch 1/2... Discriminator Loss: 1.2791... Generator Loss: 0.5823 Epoch 1/2... Discriminator Loss: 2.7605... Generator Loss: 5.3152 Epoch 1/2... Discriminator Loss: 1.5183... Generator Loss: 0.3618 Epoch 1/2... Discriminator Loss: 0.6902... Generator Loss: 2.7520 Epoch 1/2... Discriminator Loss: 0.7282... Generator Loss: 1.5538 Epoch 1/2... Discriminator Loss: 1.3559... Generator Loss: 0.6432 Epoch 1/2... Discriminator Loss: 1.2317... Generator Loss: 3.0510
Epoch 1/2... Discriminator Loss: 0.8286... Generator Loss: 1.1394 Epoch 1/2... Discriminator Loss: 0.8544... Generator Loss: 1.1391 Epoch 1/2... Discriminator Loss: 1.0399... Generator Loss: 1.6826 Epoch 1/2... Discriminator Loss: 0.9845... Generator Loss: 1.2698 Epoch 1/2... Discriminator Loss: 0.9373... Generator Loss: 1.4766 Epoch 1/2... Discriminator Loss: 0.9219... Generator Loss: 0.9170 Epoch 1/2... Discriminator Loss: 0.9075... Generator Loss: 2.6835 Epoch 1/2... Discriminator Loss: 1.2234... Generator Loss: 0.5588 Epoch 1/2... Discriminator Loss: 1.1427... Generator Loss: 3.5889 Epoch 1/2... Discriminator Loss: 1.0881... Generator Loss: 0.7103 Epoch 1/2... Discriminator Loss: 0.7977... Generator Loss: 2.0060 Epoch 1/2... Discriminator Loss: 1.0110... Generator Loss: 1.0252 Epoch 1/2... Discriminator Loss: 0.8529... Generator Loss: 2.1366 Epoch 1/2... Discriminator Loss: 1.0959... Generator Loss: 0.7952 Epoch 1/2... Discriminator Loss: 1.4146... Generator Loss: 3.1724 Epoch 1/2... Discriminator Loss: 1.5835... Generator Loss: 0.4573 Epoch 1/2... Discriminator Loss: 1.1667... Generator Loss: 4.1910 Epoch 1/2... Discriminator Loss: 0.5266... Generator Loss: 1.7636 Epoch 1/2... Discriminator Loss: 0.6422... Generator Loss: 1.1595 Epoch 1/2... Discriminator Loss: 0.5781... Generator Loss: 2.4615
Epoch 1/2... Discriminator Loss: 0.8539... Generator Loss: 1.0697 Epoch 1/2... Discriminator Loss: 1.1319... Generator Loss: 1.0234 Epoch 1/2... Discriminator Loss: 1.1537... Generator Loss: 1.5216 Epoch 1/2... Discriminator Loss: 1.0482... Generator Loss: 0.6428 Epoch 1/2... Discriminator Loss: 0.9129... Generator Loss: 3.6048 Epoch 1/2... Discriminator Loss: 0.9575... Generator Loss: 0.9712 Epoch 1/2... Discriminator Loss: 0.9210... Generator Loss: 1.6598 Epoch 1/2... Discriminator Loss: 0.9383... Generator Loss: 1.4681 Epoch 1/2... Discriminator Loss: 1.0197... Generator Loss: 0.9833 Epoch 1/2... Discriminator Loss: 0.9128... Generator Loss: 1.9313 Epoch 1/2... Discriminator Loss: 1.2561... Generator Loss: 0.5910 Epoch 1/2... Discriminator Loss: 1.3890... Generator Loss: 4.3496 Epoch 1/2... Discriminator Loss: 1.0570... Generator Loss: 0.7496 Epoch 1/2... Discriminator Loss: 0.8727... Generator Loss: 1.6743 Epoch 1/2... Discriminator Loss: 1.0717... Generator Loss: 1.1562 Epoch 1/2... Discriminator Loss: 1.0320... Generator Loss: 1.5642 Epoch 1/2... Discriminator Loss: 1.3609... Generator Loss: 0.9412 Epoch 1/2... Discriminator Loss: 1.4085... Generator Loss: 2.2864 Epoch 1/2... Discriminator Loss: 2.1594... Generator Loss: 0.2185 Epoch 1/2... Discriminator Loss: 2.3724... Generator Loss: 4.6466
Epoch 1/2... Discriminator Loss: 1.2787... Generator Loss: 0.6336 Epoch 1/2... Discriminator Loss: 1.1009... Generator Loss: 1.0164 Epoch 1/2... Discriminator Loss: 1.2341... Generator Loss: 1.8459 Epoch 1/2... Discriminator Loss: 1.1372... Generator Loss: 0.7008 Epoch 1/2... Discriminator Loss: 0.9894... Generator Loss: 1.8009 Epoch 1/2... Discriminator Loss: 0.9391... Generator Loss: 0.9430 Epoch 1/2... Discriminator Loss: 0.9081... Generator Loss: 1.1708 Epoch 1/2... Discriminator Loss: 0.9687... Generator Loss: 1.5222 Epoch 1/2... Discriminator Loss: 1.1441... Generator Loss: 0.6132 Epoch 1/2... Discriminator Loss: 1.2154... Generator Loss: 2.8225 Epoch 1/2... Discriminator Loss: 1.4318... Generator Loss: 0.4081 Epoch 1/2... Discriminator Loss: 1.1954... Generator Loss: 2.1115 Epoch 1/2... Discriminator Loss: 1.2657... Generator Loss: 0.6579 Epoch 1/2... Discriminator Loss: 1.0929... Generator Loss: 1.7561 Epoch 1/2... Discriminator Loss: 0.8784... Generator Loss: 1.0637 Epoch 1/2... Discriminator Loss: 0.6652... Generator Loss: 1.9319 Epoch 1/2... Discriminator Loss: 0.8054... Generator Loss: 1.1885 Epoch 1/2... Discriminator Loss: 0.9508... Generator Loss: 1.4508 Epoch 1/2... Discriminator Loss: 1.1604... Generator Loss: 1.1740 Epoch 1/2... Discriminator Loss: 1.0114... Generator Loss: 1.3055
Epoch 1/2... Discriminator Loss: 0.9631... Generator Loss: 1.2951 Epoch 1/2... Discriminator Loss: 1.0283... Generator Loss: 1.4547 Epoch 1/2... Discriminator Loss: 1.0721... Generator Loss: 0.9890 Epoch 1/2... Discriminator Loss: 1.0205... Generator Loss: 1.4051 Epoch 1/2... Discriminator Loss: 0.7498... Generator Loss: 1.3785 Epoch 1/2... Discriminator Loss: 0.6861... Generator Loss: 1.4696 Epoch 1/2... Discriminator Loss: 0.5753... Generator Loss: 1.6829 Epoch 1/2... Discriminator Loss: 0.6717... Generator Loss: 1.5107 Epoch 1/2... Discriminator Loss: 0.8217... Generator Loss: 1.5281 Epoch 1/2... Discriminator Loss: 1.0225... Generator Loss: 0.8060 Epoch 1/2... Discriminator Loss: 2.6818... Generator Loss: 4.1134 Epoch 1/2... Discriminator Loss: 3.8503... Generator Loss: 0.0399 Epoch 1/2... Discriminator Loss: 1.1000... Generator Loss: 1.7804 Epoch 1/2... Discriminator Loss: 1.1282... Generator Loss: 1.9837 Epoch 1/2... Discriminator Loss: 1.3506... Generator Loss: 0.4708 Epoch 1/2... Discriminator Loss: 0.9388... Generator Loss: 1.6431 Epoch 1/2... Discriminator Loss: 1.0496... Generator Loss: 1.1062 Epoch 1/2... Discriminator Loss: 1.1414... Generator Loss: 0.8543 Epoch 1/2... Discriminator Loss: 1.2041... Generator Loss: 1.3360 Epoch 1/2... Discriminator Loss: 1.1236... Generator Loss: 0.8242
Epoch 1/2... Discriminator Loss: 1.0476... Generator Loss: 1.2417 Epoch 1/2... Discriminator Loss: 1.0885... Generator Loss: 1.0015 Epoch 1/2... Discriminator Loss: 1.1432... Generator Loss: 1.0989 Epoch 1/2... Discriminator Loss: 1.1404... Generator Loss: 0.9211 Epoch 1/2... Discriminator Loss: 1.0569... Generator Loss: 1.1769 Epoch 1/2... Discriminator Loss: 1.1141... Generator Loss: 0.9555 Epoch 1/2... Discriminator Loss: 1.1699... Generator Loss: 0.9327 Epoch 1/2... Discriminator Loss: 1.1295... Generator Loss: 0.9664 Epoch 1/2... Discriminator Loss: 1.1332... Generator Loss: 0.8847 Epoch 1/2... Discriminator Loss: 1.0057... Generator Loss: 1.4002 Epoch 1/2... Discriminator Loss: 1.0348... Generator Loss: 0.8985 Epoch 1/2... Discriminator Loss: 1.0800... Generator Loss: 1.6294 Epoch 1/2... Discriminator Loss: 1.2891... Generator Loss: 0.6149 Epoch 1/2... Discriminator Loss: 1.2963... Generator Loss: 1.8322 Epoch 1/2... Discriminator Loss: 1.3665... Generator Loss: 0.5390 Epoch 1/2... Discriminator Loss: 1.3934... Generator Loss: 1.4947 Epoch 1/2... Discriminator Loss: 1.5875... Generator Loss: 0.4766 Epoch 1/2... Discriminator Loss: 1.5108... Generator Loss: 1.3361 Epoch 1/2... Discriminator Loss: 1.2856... Generator Loss: 0.7164 Epoch 1/2... Discriminator Loss: 1.0964... Generator Loss: 1.1255
Epoch 1/2... Discriminator Loss: 1.2602... Generator Loss: 0.7344 Epoch 1/2... Discriminator Loss: 1.2830... Generator Loss: 1.1445 Epoch 1/2... Discriminator Loss: 1.3553... Generator Loss: 0.5991 Epoch 1/2... Discriminator Loss: 1.2089... Generator Loss: 1.3330 Epoch 1/2... Discriminator Loss: 1.1730... Generator Loss: 0.5822 Epoch 1/2... Discriminator Loss: 1.2459... Generator Loss: 1.3350 Epoch 1/2... Discriminator Loss: 1.3085... Generator Loss: 0.5864 Epoch 1/2... Discriminator Loss: 1.1436... Generator Loss: 1.4463 Epoch 1/2... Discriminator Loss: 1.1421... Generator Loss: 0.8574 Epoch 1/2... Discriminator Loss: 1.2062... Generator Loss: 1.1778 Epoch 1/2... Discriminator Loss: 1.4088... Generator Loss: 0.6451 Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 1.5492 Epoch 1/2... Discriminator Loss: 1.3522... Generator Loss: 0.4667 Epoch 1/2... Discriminator Loss: 1.2176... Generator Loss: 1.8656 Epoch : 1 Epoch 2/2... Discriminator Loss: 1.2037... Generator Loss: 0.6409 Epoch 2/2... Discriminator Loss: 1.2528... Generator Loss: 1.0546 Epoch 2/2... Discriminator Loss: 1.2839... Generator Loss: 0.9034 Epoch 2/2... Discriminator Loss: 1.0657... Generator Loss: 1.0499 Epoch 2/2... Discriminator Loss: 0.8811... Generator Loss: 1.2061 Epoch 2/2... Discriminator Loss: 0.9901... Generator Loss: 1.0130
Epoch 2/2... Discriminator Loss: 1.1323... Generator Loss: 0.9113 Epoch 2/2... Discriminator Loss: 1.2719... Generator Loss: 1.0692 Epoch 2/2... Discriminator Loss: 1.2261... Generator Loss: 0.8050 Epoch 2/2... Discriminator Loss: 1.0889... Generator Loss: 1.3798 Epoch 2/2... Discriminator Loss: 1.0802... Generator Loss: 0.7694 Epoch 2/2... Discriminator Loss: 1.0689... Generator Loss: 1.5613 Epoch 2/2... Discriminator Loss: 1.3792... Generator Loss: 0.6034 Epoch 2/2... Discriminator Loss: 1.4967... Generator Loss: 1.3641 Epoch 2/2... Discriminator Loss: 1.2522... Generator Loss: 0.6633 Epoch 2/2... Discriminator Loss: 1.1327... Generator Loss: 1.4098 Epoch 2/2... Discriminator Loss: 1.0514... Generator Loss: 0.8735 Epoch 2/2... Discriminator Loss: 1.1739... Generator Loss: 0.8241 Epoch 2/2... Discriminator Loss: 1.2800... Generator Loss: 0.9273 Epoch 2/2... Discriminator Loss: 1.2583... Generator Loss: 0.9043 Epoch 2/2... Discriminator Loss: 1.1206... Generator Loss: 0.9305 Epoch 2/2... Discriminator Loss: 1.0754... Generator Loss: 0.9979 Epoch 2/2... Discriminator Loss: 1.1005... Generator Loss: 0.9929 Epoch 2/2... Discriminator Loss: 1.1843... Generator Loss: 1.0188 Epoch 2/2... Discriminator Loss: 1.2493... Generator Loss: 0.7809 Epoch 2/2... Discriminator Loss: 1.2499... Generator Loss: 1.0666
Epoch 2/2... Discriminator Loss: 1.1152... Generator Loss: 0.8068 Epoch 2/2... Discriminator Loss: 1.2221... Generator Loss: 1.5690 Epoch 2/2... Discriminator Loss: 1.3518... Generator Loss: 0.5686 Epoch 2/2... Discriminator Loss: 1.5519... Generator Loss: 1.5514 Epoch 2/2... Discriminator Loss: 1.4838... Generator Loss: 0.4522 Epoch 2/2... Discriminator Loss: 1.4089... Generator Loss: 1.5409 Epoch 2/2... Discriminator Loss: 1.2463... Generator Loss: 0.5754 Epoch 2/2... Discriminator Loss: 1.1561... Generator Loss: 1.2307 Epoch 2/2... Discriminator Loss: 1.0278... Generator Loss: 0.9124 Epoch 2/2... Discriminator Loss: 1.0966... Generator Loss: 0.8497 Epoch 2/2... Discriminator Loss: 1.1151... Generator Loss: 1.0196 Epoch 2/2... Discriminator Loss: 1.1653... Generator Loss: 0.7642 Epoch 2/2... Discriminator Loss: 1.1792... Generator Loss: 1.2969 Epoch 2/2... Discriminator Loss: 1.1180... Generator Loss: 0.7437 Epoch 2/2... Discriminator Loss: 1.2382... Generator Loss: 1.0041 Epoch 2/2... Discriminator Loss: 1.2347... Generator Loss: 1.0139 Epoch 2/2... Discriminator Loss: 1.2201... Generator Loss: 0.7641 Epoch 2/2... Discriminator Loss: 1.1890... Generator Loss: 1.2642 Epoch 2/2... Discriminator Loss: 1.1514... Generator Loss: 0.6470 Epoch 2/2... Discriminator Loss: 1.2320... Generator Loss: 1.4336
Epoch 2/2... Discriminator Loss: 1.2314... Generator Loss: 0.6756 Epoch 2/2... Discriminator Loss: 1.1520... Generator Loss: 1.5033 Epoch 2/2... Discriminator Loss: 1.0257... Generator Loss: 0.7146 Epoch 2/2... Discriminator Loss: 1.0040... Generator Loss: 1.2528 Epoch 2/2... Discriminator Loss: 1.1840... Generator Loss: 0.8511 Epoch 2/2... Discriminator Loss: 1.1095... Generator Loss: 0.9281 Epoch 2/2... Discriminator Loss: 1.1514... Generator Loss: 1.0383 Epoch 2/2... Discriminator Loss: 1.1967... Generator Loss: 0.7419 Epoch 2/2... Discriminator Loss: 1.1083... Generator Loss: 1.2667 Epoch 2/2... Discriminator Loss: 1.2133... Generator Loss: 0.5778 Epoch 2/2... Discriminator Loss: 1.2345... Generator Loss: 1.6436 Epoch 2/2... Discriminator Loss: 1.2720... Generator Loss: 0.5164 Epoch 2/2... Discriminator Loss: 1.2604... Generator Loss: 1.7621 Epoch 2/2... Discriminator Loss: 1.2813... Generator Loss: 0.5362 Epoch 2/2... Discriminator Loss: 1.1364... Generator Loss: 1.5017 Epoch 2/2... Discriminator Loss: 1.1640... Generator Loss: 0.7031 Epoch 2/2... Discriminator Loss: 1.2506... Generator Loss: 1.1724 Epoch 2/2... Discriminator Loss: 1.1145... Generator Loss: 0.7775 Epoch 2/2... Discriminator Loss: 1.0989... Generator Loss: 1.0860 Epoch 2/2... Discriminator Loss: 1.1171... Generator Loss: 0.8339
Epoch 2/2... Discriminator Loss: 1.1322... Generator Loss: 1.1354 Epoch 2/2... Discriminator Loss: 1.1081... Generator Loss: 0.7948 Epoch 2/2... Discriminator Loss: 1.0288... Generator Loss: 1.2555 Epoch 2/2... Discriminator Loss: 1.0816... Generator Loss: 0.7393 Epoch 2/2... Discriminator Loss: 1.1985... Generator Loss: 1.6423 Epoch 2/2... Discriminator Loss: 1.4862... Generator Loss: 0.4099 Epoch 2/2... Discriminator Loss: 1.4686... Generator Loss: 2.0173 Epoch 2/2... Discriminator Loss: 1.4208... Generator Loss: 0.4467 Epoch 2/2... Discriminator Loss: 1.2921... Generator Loss: 1.7823 Epoch 2/2... Discriminator Loss: 1.2283... Generator Loss: 0.5617 Epoch 2/2... Discriminator Loss: 1.1274... Generator Loss: 1.3021 Epoch 2/2... Discriminator Loss: 1.0694... Generator Loss: 0.9527 Epoch 2/2... Discriminator Loss: 0.9874... Generator Loss: 1.0827 Epoch 2/2... Discriminator Loss: 1.0401... Generator Loss: 1.0644 Epoch 2/2... Discriminator Loss: 1.1290... Generator Loss: 0.8363 Epoch 2/2... Discriminator Loss: 1.1548... Generator Loss: 1.2432 Epoch 2/2... Discriminator Loss: 1.1824... Generator Loss: 0.6694 Epoch 2/2... Discriminator Loss: 1.1909... Generator Loss: 1.3099 Epoch 2/2... Discriminator Loss: 1.2408... Generator Loss: 0.6006 Epoch 2/2... Discriminator Loss: 1.2064... Generator Loss: 1.3899
Epoch 2/2... Discriminator Loss: 1.2311... Generator Loss: 0.6171 Epoch 2/2... Discriminator Loss: 1.1225... Generator Loss: 1.5229 Epoch 2/2... Discriminator Loss: 1.0825... Generator Loss: 0.7512 Epoch 2/2... Discriminator Loss: 1.0315... Generator Loss: 1.2699 Epoch 2/2... Discriminator Loss: 1.0838... Generator Loss: 0.8083 Epoch 2/2... Discriminator Loss: 1.1239... Generator Loss: 1.3574 Epoch 2/2... Discriminator Loss: 1.2350... Generator Loss: 0.6022 Epoch 2/2... Discriminator Loss: 1.2308... Generator Loss: 1.5533 Epoch 2/2... Discriminator Loss: 1.2728... Generator Loss: 0.5129 Epoch 2/2... Discriminator Loss: 1.2598... Generator Loss: 1.5003 Epoch 2/2... Discriminator Loss: 1.2453... Generator Loss: 0.5950 Epoch 2/2... Discriminator Loss: 1.1021... Generator Loss: 1.6476 Epoch 2/2... Discriminator Loss: 1.0792... Generator Loss: 0.6880 Epoch 2/2... Discriminator Loss: 1.0779... Generator Loss: 1.4401 Epoch 2/2... Discriminator Loss: 1.1108... Generator Loss: 0.8227 Epoch 2/2... Discriminator Loss: 1.0139... Generator Loss: 1.0920 Epoch 2/2... Discriminator Loss: 1.0448... Generator Loss: 0.9878 Epoch 2/2... Discriminator Loss: 1.0983... Generator Loss: 0.9943 Epoch 2/2... Discriminator Loss: 1.1061... Generator Loss: 1.2859 Epoch 2/2... Discriminator Loss: 1.2257... Generator Loss: 0.6870
Epoch 2/2... Discriminator Loss: 1.3385... Generator Loss: 1.5010 Epoch 2/2... Discriminator Loss: 1.4440... Generator Loss: 0.4138 Epoch 2/2... Discriminator Loss: 1.4628... Generator Loss: 1.8283 Epoch 2/2... Discriminator Loss: 1.3241... Generator Loss: 0.5015 Epoch 2/2... Discriminator Loss: 1.1450... Generator Loss: 1.5394 Epoch 2/2... Discriminator Loss: 1.0102... Generator Loss: 0.8117 Epoch 2/2... Discriminator Loss: 0.9615... Generator Loss: 0.9950 Epoch 2/2... Discriminator Loss: 1.0882... Generator Loss: 1.2184 Epoch 2/2... Discriminator Loss: 1.1316... Generator Loss: 0.8257 Epoch 2/2... Discriminator Loss: 1.1611... Generator Loss: 1.1293 Epoch 2/2... Discriminator Loss: 1.2128... Generator Loss: 0.6144 Epoch 2/2... Discriminator Loss: 1.1861... Generator Loss: 1.7046 Epoch 2/2... Discriminator Loss: 1.2079... Generator Loss: 0.5909 Epoch 2/2... Discriminator Loss: 1.1474... Generator Loss: 1.6707 Epoch 2/2... Discriminator Loss: 1.0691... Generator Loss: 0.6749 Epoch 2/2... Discriminator Loss: 1.0661... Generator Loss: 1.2125 Epoch 2/2... Discriminator Loss: 1.1251... Generator Loss: 0.9701 Epoch 2/2... Discriminator Loss: 0.9829... Generator Loss: 0.9753 Epoch 2/2... Discriminator Loss: 0.9757... Generator Loss: 1.2740 Epoch 2/2... Discriminator Loss: 1.0544... Generator Loss: 0.7961
Epoch 2/2... Discriminator Loss: 1.0802... Generator Loss: 1.0356 Epoch 2/2... Discriminator Loss: 1.0573... Generator Loss: 0.9129 Epoch 2/2... Discriminator Loss: 0.9214... Generator Loss: 1.3978 Epoch 2/2... Discriminator Loss: 1.1440... Generator Loss: 0.6070 Epoch 2/2... Discriminator Loss: 1.2501... Generator Loss: 1.9178 Epoch 2/2... Discriminator Loss: 1.5219... Generator Loss: 0.3633 Epoch 2/2... Discriminator Loss: 1.5610... Generator Loss: 1.7861 Epoch 2/2... Discriminator Loss: 1.1752... Generator Loss: 0.6027 Epoch 2/2... Discriminator Loss: 1.0578... Generator Loss: 1.6167 Epoch 2/2... Discriminator Loss: 0.9067... Generator Loss: 0.8082 Epoch 2/2... Discriminator Loss: 0.9298... Generator Loss: 1.1450 Epoch 2/2... Discriminator Loss: 1.1540... Generator Loss: 0.9962 Epoch 2/2... Discriminator Loss: 0.9683... Generator Loss: 1.1746 Epoch 2/2... Discriminator Loss: 0.9441... Generator Loss: 1.0083 Epoch 2/2... Discriminator Loss: 0.9838... Generator Loss: 1.4998 Epoch 2/2... Discriminator Loss: 1.0994... Generator Loss: 0.5897 Epoch 2/2... Discriminator Loss: 1.2277... Generator Loss: 1.6494 Epoch 2/2... Discriminator Loss: 1.1482... Generator Loss: 0.6192 Epoch 2/2... Discriminator Loss: 1.1589... Generator Loss: 1.6971 Epoch 2/2... Discriminator Loss: 1.1780... Generator Loss: 0.5616
Epoch 2/2... Discriminator Loss: 1.1507... Generator Loss: 1.4081 Epoch 2/2... Discriminator Loss: 1.1921... Generator Loss: 0.6633 Epoch 2/2... Discriminator Loss: 1.1724... Generator Loss: 1.6850 Epoch 2/2... Discriminator Loss: 1.2708... Generator Loss: 0.5006 Epoch 2/2... Discriminator Loss: 1.3201... Generator Loss: 1.8376 Epoch 2/2... Discriminator Loss: 1.3887... Generator Loss: 0.4312 Epoch 2/2... Discriminator Loss: 1.2850... Generator Loss: 1.6383 Epoch 2/2... Discriminator Loss: 1.2261... Generator Loss: 0.6261 Epoch 2/2... Discriminator Loss: 1.1180... Generator Loss: 1.3351 Epoch 2/2... Discriminator Loss: 1.1417... Generator Loss: 0.6890 Epoch 2/2... Discriminator Loss: 1.1637... Generator Loss: 1.3924 Epoch 2/2... Discriminator Loss: 1.2519... Generator Loss: 0.6004 Epoch 2/2... Discriminator Loss: 1.2968... Generator Loss: 1.5897 Epoch 2/2... Discriminator Loss: 1.4778... Generator Loss: 0.3578 Epoch 2/2... Discriminator Loss: 1.3660... Generator Loss: 1.9101 Epoch 2/2... Discriminator Loss: 1.2535... Generator Loss: 0.6186 Epoch 2/2... Discriminator Loss: 1.1575... Generator Loss: 0.9668 Epoch 2/2... Discriminator Loss: 1.0478... Generator Loss: 1.0124 Epoch 2/2... Discriminator Loss: 1.0128... Generator Loss: 1.0162 Epoch 2/2... Discriminator Loss: 0.9809... Generator Loss: 1.0874
Epoch 2/2... Discriminator Loss: 1.1052... Generator Loss: 0.8350 Epoch 2/2... Discriminator Loss: 1.3545... Generator Loss: 1.3206 Epoch 2/2... Discriminator Loss: 1.5689... Generator Loss: 0.3418 Epoch 2/2... Discriminator Loss: 1.5514... Generator Loss: 1.9814 Epoch 2/2... Discriminator Loss: 1.2378... Generator Loss: 0.5532 Epoch 2/2... Discriminator Loss: 1.0707... Generator Loss: 1.0904 Epoch 2/2... Discriminator Loss: 1.1793... Generator Loss: 0.9642 Epoch 2/2... Discriminator Loss: 1.2039... Generator Loss: 0.8053 Epoch 2/2... Discriminator Loss: 1.1431... Generator Loss: 0.9997 Epoch 2/2... Discriminator Loss: 1.0955... Generator Loss: 0.9182 Epoch 2/2... Discriminator Loss: 1.0792... Generator Loss: 0.9698 Epoch 2/2... Discriminator Loss: 1.1426... Generator Loss: 0.8757 Epoch 2/2... Discriminator Loss: 1.1598... Generator Loss: 0.9212 Epoch 2/2... Discriminator Loss: 1.1517... Generator Loss: 0.9836 Epoch 2/2... Discriminator Loss: 1.1331... Generator Loss: 0.8083 Epoch 2/2... Discriminator Loss: 1.1019... Generator Loss: 1.0922 Epoch 2/2... Discriminator Loss: 1.0717... Generator Loss: 0.9518 Epoch 2/2... Discriminator Loss: 1.1345... Generator Loss: 0.8225 Epoch 2/2... Discriminator Loss: 1.2139... Generator Loss: 1.4052 Epoch 2/2... Discriminator Loss: 1.3074... Generator Loss: 0.4913
Epoch 2/2... Discriminator Loss: 1.3255... Generator Loss: 1.6965 Epoch 2/2... Discriminator Loss: 1.3802... Generator Loss: 0.4883 Epoch 2/2... Discriminator Loss: 1.3072... Generator Loss: 1.3640 Epoch 2/2... Discriminator Loss: 1.2298... Generator Loss: 0.6303 Epoch 2/2... Discriminator Loss: 1.1397... Generator Loss: 1.3268 Epoch 2/2... Discriminator Loss: 1.0623... Generator Loss: 0.7709 Epoch 2/2... Discriminator Loss: 1.1294... Generator Loss: 1.2351 Epoch 2/2... Discriminator Loss: 1.1724... Generator Loss: 0.6949 Epoch 2/2... Discriminator Loss: 1.3413... Generator Loss: 1.1373 Epoch 2/2... Discriminator Loss: 1.3134... Generator Loss: 0.5296 Epoch 2/2... Discriminator Loss: 1.3138... Generator Loss: 1.5485 Epoch 2/2... Discriminator Loss: 1.1950... Generator Loss: 0.5542 Epoch 2/2... Discriminator Loss: 1.1719... Generator Loss: 1.6742 Epoch 2/2... Discriminator Loss: 1.1475... Generator Loss: 0.6821 Epoch 2/2... Discriminator Loss: 1.0875... Generator Loss: 1.1898 Epoch 2/2... Discriminator Loss: 1.1920... Generator Loss: 0.7145 Epoch 2/2... Discriminator Loss: 1.1597... Generator Loss: 1.1825 Epoch 2/2... Discriminator Loss: 1.1451... Generator Loss: 0.7500 Epoch 2/2... Discriminator Loss: 1.0567... Generator Loss: 1.2154 Epoch 2/2... Discriminator Loss: 1.1298... Generator Loss: 0.7012
Epoch 2/2... Discriminator Loss: 1.2597... Generator Loss: 1.4874 Epoch 2/2... Discriminator Loss: 1.3977... Generator Loss: 0.4430 Epoch 2/2... Discriminator Loss: 1.3777... Generator Loss: 1.7268 Epoch 2/2... Discriminator Loss: 1.3149... Generator Loss: 0.5136 Epoch 2/2... Discriminator Loss: 1.1626... Generator Loss: 1.4809 Epoch 2/2... Discriminator Loss: 1.2718... Generator Loss: 0.5252 Epoch 2/2... Discriminator Loss: 1.2679... Generator Loss: 1.3379 Epoch 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.7023 Epoch 2/2... Discriminator Loss: 1.0426... Generator Loss: 1.1786 Epoch 2/2... Discriminator Loss: 1.0497... Generator Loss: 0.9484 Epoch 2/2... Discriminator Loss: 1.0982... Generator Loss: 0.8378 Epoch 2/2... Discriminator Loss: 1.2350... Generator Loss: 1.0128 Epoch 2/2... Discriminator Loss: 1.1480... Generator Loss: 0.7757 Epoch 2/2... Discriminator Loss: 1.0723... Generator Loss: 1.1982 Epoch 2/2... Discriminator Loss: 1.0338... Generator Loss: 0.8413 Epoch 2/2... Discriminator Loss: 1.0224... Generator Loss: 0.9852 Epoch 2/2... Discriminator Loss: 1.0859... Generator Loss: 0.9181 Epoch 2/2... Discriminator Loss: 1.1469... Generator Loss: 0.9322 Epoch 2/2... Discriminator Loss: 1.1530... Generator Loss: 0.8536 Epoch 2/2... Discriminator Loss: 1.0922... Generator Loss: 1.0620
Epoch 2/2... Discriminator Loss: 1.1032... Generator Loss: 0.7595 Epoch 2/2... Discriminator Loss: 1.2352... Generator Loss: 1.3518 Epoch 2/2... Discriminator Loss: 1.3617... Generator Loss: 0.4200 Epoch 2/2... Discriminator Loss: 1.7234... Generator Loss: 2.2109 Epoch 2/2... Discriminator Loss: 1.5002... Generator Loss: 0.3550 Epoch 2/2... Discriminator Loss: 1.2629... Generator Loss: 1.5635 Epoch 2/2... Discriminator Loss: 1.1714... Generator Loss: 0.6943 Epoch 2/2... Discriminator Loss: 1.2205... Generator Loss: 0.9657
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 100
learning_rate = 0.001
beta1 = 0.5
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
1 128 100 0.001 0.5 (202599, 28, 28, 3) RGB Starting Session... Epoch : 0 Epoch 1/1... Discriminator Loss: 14.5924... Generator Loss: 0.0000 Epoch 1/1... Discriminator Loss: 6.3558... Generator Loss: 0.0020 Epoch 1/1... Discriminator Loss: 0.7257... Generator Loss: 5.3335 Epoch 1/1... Discriminator Loss: 3.1278... Generator Loss: 0.0561 Epoch 1/1... Discriminator Loss: 1.2184... Generator Loss: 11.5896 Epoch 1/1... Discriminator Loss: 0.1711... Generator Loss: 4.7138 Epoch 1/1... Discriminator Loss: 4.9564... Generator Loss: 0.0085 Epoch 1/1... Discriminator Loss: 0.4976... Generator Loss: 13.2582 Epoch 1/1... Discriminator Loss: 0.5123... Generator Loss: 11.2189 Epoch 1/1... Discriminator Loss: 0.8531... Generator Loss: 0.9688 Epoch 1/1... Discriminator Loss: 0.2868... Generator Loss: 8.7854 Epoch 1/1... Discriminator Loss: 0.4293... Generator Loss: 2.8205 Epoch 1/1... Discriminator Loss: 0.7588... Generator Loss: 1.2598 Epoch 1/1... Discriminator Loss: 0.5866... Generator Loss: 8.9424 Epoch 1/1... Discriminator Loss: 0.2056... Generator Loss: 3.0496 Epoch 1/1... Discriminator Loss: 2.3297... Generator Loss: 0.7756 Epoch 1/1... Discriminator Loss: 0.9332... Generator Loss: 11.2198 Epoch 1/1... Discriminator Loss: 0.3686... Generator Loss: 10.5610 Epoch 1/1... Discriminator Loss: 0.0908... Generator Loss: 6.6074 Epoch 1/1... Discriminator Loss: 0.8008... Generator Loss: 1.6615
Epoch 1/1... Discriminator Loss: 0.1109... Generator Loss: 6.0966 Epoch 1/1... Discriminator Loss: 0.4407... Generator Loss: 2.8787 Epoch 1/1... Discriminator Loss: 0.5048... Generator Loss: 2.0791 Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 1.9951 Epoch 1/1... Discriminator Loss: 0.8991... Generator Loss: 6.8787 Epoch 1/1... Discriminator Loss: 4.8124... Generator Loss: 0.0538 Epoch 1/1... Discriminator Loss: 2.9389... Generator Loss: 7.2482 Epoch 1/1... Discriminator Loss: 0.5339... Generator Loss: 3.0318 Epoch 1/1... Discriminator Loss: 2.4628... Generator Loss: 0.3958 Epoch 1/1... Discriminator Loss: 0.7320... Generator Loss: 2.7026 Epoch 1/1... Discriminator Loss: 0.8570... Generator Loss: 2.4318 Epoch 1/1... Discriminator Loss: 1.1954... Generator Loss: 0.9736 Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 2.1379 Epoch 1/1... Discriminator Loss: 0.5550... Generator Loss: 2.2977 Epoch 1/1... Discriminator Loss: 0.9393... Generator Loss: 0.9327 Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 2.2708 Epoch 1/1... Discriminator Loss: 2.8469... Generator Loss: 0.1462 Epoch 1/1... Discriminator Loss: 3.2004... Generator Loss: 7.3220 Epoch 1/1... Discriminator Loss: 0.7572... Generator Loss: 2.3470 Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 0.5241
Epoch 1/1... Discriminator Loss: 0.2821... Generator Loss: 2.3551 Epoch 1/1... Discriminator Loss: 0.2502... Generator Loss: 4.0144 Epoch 1/1... Discriminator Loss: 0.1828... Generator Loss: 3.7729 Epoch 1/1... Discriminator Loss: 0.2054... Generator Loss: 2.3048 Epoch 1/1... Discriminator Loss: 0.3499... Generator Loss: 1.5098 Epoch 1/1... Discriminator Loss: 0.2043... Generator Loss: 2.8289 Epoch 1/1... Discriminator Loss: 0.5018... Generator Loss: 1.4831 Epoch 1/1... Discriminator Loss: 0.5987... Generator Loss: 1.9864 Epoch 1/1... Discriminator Loss: 1.0595... Generator Loss: 0.8472 Epoch 1/1... Discriminator Loss: 0.8857... Generator Loss: 4.2403 Epoch 1/1... Discriminator Loss: 1.6250... Generator Loss: 0.4860 Epoch 1/1... Discriminator Loss: 0.8364... Generator Loss: 4.5183 Epoch 1/1... Discriminator Loss: 1.5472... Generator Loss: 0.7651 Epoch 1/1... Discriminator Loss: 1.1992... Generator Loss: 2.8474 Epoch 1/1... Discriminator Loss: 0.7536... Generator Loss: 1.1440 Epoch 1/1... Discriminator Loss: 0.6027... Generator Loss: 1.5879 Epoch 1/1... Discriminator Loss: 0.6483... Generator Loss: 1.4237 Epoch 1/1... Discriminator Loss: 0.7926... Generator Loss: 1.1867 Epoch 1/1... Discriminator Loss: 1.0339... Generator Loss: 1.4126 Epoch 1/1... Discriminator Loss: 1.3764... Generator Loss: 0.5163
Epoch 1/1... Discriminator Loss: 2.6342... Generator Loss: 5.3194 Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 0.5730 Epoch 1/1... Discriminator Loss: 0.7945... Generator Loss: 2.1870 Epoch 1/1... Discriminator Loss: 0.7275... Generator Loss: 1.3842 Epoch 1/1... Discriminator Loss: 0.9055... Generator Loss: 0.9017 Epoch 1/1... Discriminator Loss: 0.6303... Generator Loss: 1.5828 Epoch 1/1... Discriminator Loss: 0.7088... Generator Loss: 1.2276 Epoch 1/1... Discriminator Loss: 0.6029... Generator Loss: 1.5961 Epoch 1/1... Discriminator Loss: 0.9606... Generator Loss: 0.8269 Epoch 1/1... Discriminator Loss: 1.2335... Generator Loss: 2.3773 Epoch 1/1... Discriminator Loss: 2.5848... Generator Loss: 0.1742 Epoch 1/1... Discriminator Loss: 2.0545... Generator Loss: 3.8457 Epoch 1/1... Discriminator Loss: 0.8206... Generator Loss: 1.0615 Epoch 1/1... Discriminator Loss: 1.4100... Generator Loss: 0.3930 Epoch 1/1... Discriminator Loss: 1.3665... Generator Loss: 2.2416 Epoch 1/1... Discriminator Loss: 1.3466... Generator Loss: 0.7740 Epoch 1/1... Discriminator Loss: 0.9463... Generator Loss: 2.3546 Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.3910 Epoch 1/1... Discriminator Loss: 1.2434... Generator Loss: 3.6597 Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 1.1483
Epoch 1/1... Discriminator Loss: 1.1890... Generator Loss: 0.7982 Epoch 1/1... Discriminator Loss: 1.3139... Generator Loss: 4.1582 Epoch 1/1... Discriminator Loss: 0.9566... Generator Loss: 1.0015 Epoch 1/1... Discriminator Loss: 0.8312... Generator Loss: 1.0722 Epoch 1/1... Discriminator Loss: 1.0399... Generator Loss: 1.5296 Epoch 1/1... Discriminator Loss: 1.8191... Generator Loss: 0.3576 Epoch 1/1... Discriminator Loss: 1.9012... Generator Loss: 3.0111 Epoch 1/1... Discriminator Loss: 1.5277... Generator Loss: 0.3939 Epoch 1/1... Discriminator Loss: 0.8972... Generator Loss: 1.1230 Epoch 1/1... Discriminator Loss: 1.2666... Generator Loss: 1.1941 Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 1.1714 Epoch 1/1... Discriminator Loss: 1.0318... Generator Loss: 1.1384 Epoch 1/1... Discriminator Loss: 1.4663... Generator Loss: 0.6958 Epoch 1/1... Discriminator Loss: 1.8280... Generator Loss: 1.6977 Epoch 1/1... Discriminator Loss: 1.8326... Generator Loss: 0.2765 Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 2.8889 Epoch 1/1... Discriminator Loss: 0.7903... Generator Loss: 1.9882 Epoch 1/1... Discriminator Loss: 0.7775... Generator Loss: 1.1448 Epoch 1/1... Discriminator Loss: 0.7110... Generator Loss: 1.1804 Epoch 1/1... Discriminator Loss: 0.6394... Generator Loss: 1.4319
Epoch 1/1... Discriminator Loss: 0.9483... Generator Loss: 0.9197 Epoch 1/1... Discriminator Loss: 1.1844... Generator Loss: 0.7246 Epoch 1/1... Discriminator Loss: 1.3090... Generator Loss: 0.9195 Epoch 1/1... Discriminator Loss: 1.0901... Generator Loss: 2.0573 Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.4858 Epoch 1/1... Discriminator Loss: 1.0377... Generator Loss: 1.3236 Epoch 1/1... Discriminator Loss: 1.4709... Generator Loss: 0.7003 Epoch 1/1... Discriminator Loss: 1.1467... Generator Loss: 1.9093 Epoch 1/1... Discriminator Loss: 1.5774... Generator Loss: 0.4334 Epoch 1/1... Discriminator Loss: 1.2696... Generator Loss: 1.6850 Epoch 1/1... Discriminator Loss: 1.7965... Generator Loss: 0.4090 Epoch 1/1... Discriminator Loss: 1.4482... Generator Loss: 0.6600 Epoch 1/1... Discriminator Loss: 1.2103... Generator Loss: 1.1540 Epoch 1/1... Discriminator Loss: 1.1892... Generator Loss: 0.9036 Epoch 1/1... Discriminator Loss: 1.2725... Generator Loss: 0.8104 Epoch 1/1... Discriminator Loss: 1.5621... Generator Loss: 0.6346 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 1.7701 Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 0.7212 Epoch 1/1... Discriminator Loss: 1.3738... Generator Loss: 1.4041 Epoch 1/1... Discriminator Loss: 1.6061... Generator Loss: 0.4641
Epoch 1/1... Discriminator Loss: 1.5069... Generator Loss: 1.6832 Epoch 1/1... Discriminator Loss: 1.3409... Generator Loss: 0.7353 Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 1.1942 Epoch 1/1... Discriminator Loss: 0.9279... Generator Loss: 0.8734 Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 1.0976 Epoch 1/1... Discriminator Loss: 0.7823... Generator Loss: 1.1404 Epoch 1/1... Discriminator Loss: 0.9376... Generator Loss: 1.0869 Epoch 1/1... Discriminator Loss: 1.5200... Generator Loss: 0.3764 Epoch 1/1... Discriminator Loss: 1.6852... Generator Loss: 1.9186 Epoch 1/1... Discriminator Loss: 1.7905... Generator Loss: 0.3460 Epoch 1/1... Discriminator Loss: 1.3418... Generator Loss: 0.7456 Epoch 1/1... Discriminator Loss: 1.0480... Generator Loss: 1.6030 Epoch 1/1... Discriminator Loss: 0.9840... Generator Loss: 0.7049 Epoch 1/1... Discriminator Loss: 0.8691... Generator Loss: 0.8876 Epoch 1/1... Discriminator Loss: 0.7141... Generator Loss: 1.5319 Epoch 1/1... Discriminator Loss: 1.1977... Generator Loss: 0.6638 Epoch 1/1... Discriminator Loss: 1.3858... Generator Loss: 1.4098 Epoch 1/1... Discriminator Loss: 1.6378... Generator Loss: 0.5446 Epoch 1/1... Discriminator Loss: 2.0209... Generator Loss: 0.3871 Epoch 1/1... Discriminator Loss: 2.0488... Generator Loss: 2.0618
Epoch 1/1... Discriminator Loss: 1.5212... Generator Loss: 0.4717 Epoch 1/1... Discriminator Loss: 1.6155... Generator Loss: 0.4710 Epoch 1/1... Discriminator Loss: 1.5082... Generator Loss: 1.6013 Epoch 1/1... Discriminator Loss: 1.4487... Generator Loss: 0.6435 Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.9548 Epoch 1/1... Discriminator Loss: 1.2613... Generator Loss: 0.9076 Epoch 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.7355 Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.9655 Epoch 1/1... Discriminator Loss: 1.2181... Generator Loss: 0.9286 Epoch 1/1... Discriminator Loss: 1.2599... Generator Loss: 0.6942 Epoch 1/1... Discriminator Loss: 1.2826... Generator Loss: 1.0177 Epoch 1/1... Discriminator Loss: 1.4682... Generator Loss: 0.5032 Epoch 1/1... Discriminator Loss: 1.4338... Generator Loss: 2.1657 Epoch 1/1... Discriminator Loss: 1.3259... Generator Loss: 0.5413 Epoch 1/1... Discriminator Loss: 1.0648... Generator Loss: 1.2673 Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 1.0229 Epoch 1/1... Discriminator Loss: 0.7646... Generator Loss: 1.0643 Epoch 1/1... Discriminator Loss: 0.7584... Generator Loss: 1.5718 Epoch 1/1... Discriminator Loss: 0.8351... Generator Loss: 0.9138 Epoch 1/1... Discriminator Loss: 0.8301... Generator Loss: 1.1544
Epoch 1/1... Discriminator Loss: 0.6970... Generator Loss: 1.5988 Epoch 1/1... Discriminator Loss: 0.8231... Generator Loss: 0.9287 Epoch 1/1... Discriminator Loss: 0.6212... Generator Loss: 1.5755 Epoch 1/1... Discriminator Loss: 0.7264... Generator Loss: 1.0009 Epoch 1/1... Discriminator Loss: 0.7555... Generator Loss: 1.5340 Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 0.9499 Epoch 1/1... Discriminator Loss: 1.2632... Generator Loss: 1.5398 Epoch 1/1... Discriminator Loss: 2.4664... Generator Loss: 0.1463 Epoch 1/1... Discriminator Loss: 5.9560... Generator Loss: 6.8315 Epoch 1/1... Discriminator Loss: 1.5269... Generator Loss: 2.0576 Epoch 1/1... Discriminator Loss: 3.1844... Generator Loss: 0.0665 Epoch 1/1... Discriminator Loss: 1.5028... Generator Loss: 0.4209 Epoch 1/1... Discriminator Loss: 1.7231... Generator Loss: 2.1578 Epoch 1/1... Discriminator Loss: 1.5133... Generator Loss: 1.1581 Epoch 1/1... Discriminator Loss: 1.7662... Generator Loss: 0.4614 Epoch 1/1... Discriminator Loss: 1.4402... Generator Loss: 1.3543 Epoch 1/1... Discriminator Loss: 1.1322... Generator Loss: 1.3599 Epoch 1/1... Discriminator Loss: 1.1819... Generator Loss: 0.8134 Epoch 1/1... Discriminator Loss: 1.2006... Generator Loss: 0.8956 Epoch 1/1... Discriminator Loss: 1.2983... Generator Loss: 0.7984
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.8304 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.7441 Epoch 1/1... Discriminator Loss: 0.8532... Generator Loss: 0.9769 Epoch 1/1... Discriminator Loss: 0.9276... Generator Loss: 1.0134 Epoch 1/1... Discriminator Loss: 1.1997... Generator Loss: 0.7468 Epoch 1/1... Discriminator Loss: 1.1363... Generator Loss: 1.1833 Epoch 1/1... Discriminator Loss: 1.2408... Generator Loss: 0.6618 Epoch 1/1... Discriminator Loss: 1.1388... Generator Loss: 1.1146 Epoch 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.7060 Epoch 1/1... Discriminator Loss: 1.1303... Generator Loss: 1.1248 Epoch 1/1... Discriminator Loss: 1.0464... Generator Loss: 0.7650 Epoch 1/1... Discriminator Loss: 0.9664... Generator Loss: 1.0932 Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 0.7264 Epoch 1/1... Discriminator Loss: 1.5438... Generator Loss: 0.5955 Epoch 1/1... Discriminator Loss: 1.7926... Generator Loss: 0.4747 Epoch 1/1... Discriminator Loss: 2.2827... Generator Loss: 2.4600 Epoch 1/1... Discriminator Loss: 2.0614... Generator Loss: 0.2352 Epoch 1/1... Discriminator Loss: 1.4595... Generator Loss: 2.0071 Epoch 1/1... Discriminator Loss: 1.3589... Generator Loss: 0.7928 Epoch 1/1... Discriminator Loss: 1.4898... Generator Loss: 0.5747
Epoch 1/1... Discriminator Loss: 1.3992... Generator Loss: 0.9824 Epoch 1/1... Discriminator Loss: 1.1120... Generator Loss: 0.9767 Epoch 1/1... Discriminator Loss: 1.1413... Generator Loss: 0.6774 Epoch 1/1... Discriminator Loss: 0.9009... Generator Loss: 1.5069 Epoch 1/1... Discriminator Loss: 0.8615... Generator Loss: 0.9697 Epoch 1/1... Discriminator Loss: 0.8949... Generator Loss: 0.8904 Epoch 1/1... Discriminator Loss: 1.2274... Generator Loss: 0.8507 Epoch 1/1... Discriminator Loss: 1.5697... Generator Loss: 0.5718 Epoch 1/1... Discriminator Loss: 1.7464... Generator Loss: 1.7691 Epoch 1/1... Discriminator Loss: 1.9444... Generator Loss: 0.2385 Epoch 1/1... Discriminator Loss: 1.7002... Generator Loss: 2.4950 Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 0.8946 Epoch 1/1... Discriminator Loss: 1.4003... Generator Loss: 0.4658 Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 1.4871 Epoch 1/1... Discriminator Loss: 1.4657... Generator Loss: 0.5849 Epoch 1/1... Discriminator Loss: 1.5549... Generator Loss: 0.5482 Epoch 1/1... Discriminator Loss: 1.3612... Generator Loss: 0.9953 Epoch 1/1... Discriminator Loss: 1.1462... Generator Loss: 0.9640 Epoch 1/1... Discriminator Loss: 0.9418... Generator Loss: 1.1415 Epoch 1/1... Discriminator Loss: 1.1614... Generator Loss: 0.8944
Epoch 1/1... Discriminator Loss: 1.4023... Generator Loss: 0.5980 Epoch 1/1... Discriminator Loss: 1.4555... Generator Loss: 1.0810 Epoch 1/1... Discriminator Loss: 1.1370... Generator Loss: 0.8596 Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 1.1208 Epoch 1/1... Discriminator Loss: 0.8023... Generator Loss: 0.9415 Epoch 1/1... Discriminator Loss: 0.9573... Generator Loss: 0.9492 Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 0.6455 Epoch 1/1... Discriminator Loss: 1.2740... Generator Loss: 1.1299 Epoch 1/1... Discriminator Loss: 1.2879... Generator Loss: 0.5035 Epoch 1/1... Discriminator Loss: 2.4022... Generator Loss: 2.8940 Epoch 1/1... Discriminator Loss: 1.5619... Generator Loss: 0.3529 Epoch 1/1... Discriminator Loss: 1.1338... Generator Loss: 1.0158 Epoch 1/1... Discriminator Loss: 1.1655... Generator Loss: 1.0080 Epoch 1/1... Discriminator Loss: 1.3919... Generator Loss: 0.5804 Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 0.8204 Epoch 1/1... Discriminator Loss: 1.6358... Generator Loss: 0.5744 Epoch 1/1... Discriminator Loss: 1.4624... Generator Loss: 0.7734 Epoch 1/1... Discriminator Loss: 1.3674... Generator Loss: 1.0145 Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.5879 Epoch 1/1... Discriminator Loss: 0.9770... Generator Loss: 0.8540
Epoch 1/1... Discriminator Loss: 0.9529... Generator Loss: 0.9774 Epoch 1/1... Discriminator Loss: 1.3007... Generator Loss: 1.0550 Epoch 1/1... Discriminator Loss: 1.3443... Generator Loss: 0.5640 Epoch 1/1... Discriminator Loss: 1.2758... Generator Loss: 1.0606 Epoch 1/1... Discriminator Loss: 1.2261... Generator Loss: 0.7207 Epoch 1/1... Discriminator Loss: 1.0422... Generator Loss: 1.0319 Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 0.9005 Epoch 1/1... Discriminator Loss: 1.1446... Generator Loss: 0.7832 Epoch 1/1... Discriminator Loss: 1.3580... Generator Loss: 0.8418 Epoch 1/1... Discriminator Loss: 1.2960... Generator Loss: 1.2718 Epoch 1/1... Discriminator Loss: 1.8364... Generator Loss: 0.2553 Epoch 1/1... Discriminator Loss: 3.1073... Generator Loss: 3.4616 Epoch 1/1... Discriminator Loss: 1.4351... Generator Loss: 0.9595 Epoch 1/1... Discriminator Loss: 1.9196... Generator Loss: 0.2311 Epoch 1/1... Discriminator Loss: 1.2052... Generator Loss: 0.6319 Epoch 1/1... Discriminator Loss: 1.2147... Generator Loss: 1.3621 Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 1.0805 Epoch 1/1... Discriminator Loss: 1.0913... Generator Loss: 0.7709 Epoch 1/1... Discriminator Loss: 1.0963... Generator Loss: 0.8703 Epoch 1/1... Discriminator Loss: 1.0963... Generator Loss: 1.0729
Epoch 1/1... Discriminator Loss: 1.0707... Generator Loss: 0.8919 Epoch 1/1... Discriminator Loss: 1.0655... Generator Loss: 0.7705 Epoch 1/1... Discriminator Loss: 1.1943... Generator Loss: 0.8404 Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.8368 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.8244 Epoch 1/1... Discriminator Loss: 1.4925... Generator Loss: 0.5432 Epoch 1/1... Discriminator Loss: 1.5369... Generator Loss: 0.7924 Epoch 1/1... Discriminator Loss: 1.1465... Generator Loss: 0.9989 Epoch 1/1... Discriminator Loss: 1.0723... Generator Loss: 0.8217 Epoch 1/1... Discriminator Loss: 0.8703... Generator Loss: 1.9716 Epoch 1/1... Discriminator Loss: 1.7001... Generator Loss: 0.3047 Epoch 1/1... Discriminator Loss: 1.5638... Generator Loss: 2.4758 Epoch 1/1... Discriminator Loss: 0.9440... Generator Loss: 0.9360 Epoch 1/1... Discriminator Loss: 1.1928... Generator Loss: 0.4861 Epoch 1/1... Discriminator Loss: 0.9102... Generator Loss: 1.8895 Epoch 1/1... Discriminator Loss: 0.9441... Generator Loss: 1.1154 Epoch 1/1... Discriminator Loss: 0.9527... Generator Loss: 0.8580 Epoch 1/1... Discriminator Loss: 0.9691... Generator Loss: 1.4403 Epoch 1/1... Discriminator Loss: 1.1025... Generator Loss: 0.7206 Epoch 1/1... Discriminator Loss: 1.1646... Generator Loss: 1.3937
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.4867 Epoch 1/1... Discriminator Loss: 1.1635... Generator Loss: 1.6296 Epoch 1/1... Discriminator Loss: 1.2353... Generator Loss: 0.5537 Epoch 1/1... Discriminator Loss: 1.0583... Generator Loss: 1.9547 Epoch 1/1... Discriminator Loss: 1.0280... Generator Loss: 0.7157 Epoch 1/1... Discriminator Loss: 1.0424... Generator Loss: 0.7860 Epoch 1/1... Discriminator Loss: 1.0934... Generator Loss: 1.3367 Epoch 1/1... Discriminator Loss: 1.7612... Generator Loss: 0.3330 Epoch 1/1... Discriminator Loss: 1.9542... Generator Loss: 2.2054 Epoch 1/1... Discriminator Loss: 1.5802... Generator Loss: 0.5662 Epoch 1/1... Discriminator Loss: 1.2238... Generator Loss: 0.8993 Epoch 1/1... Discriminator Loss: 1.1049... Generator Loss: 1.2331 Epoch 1/1... Discriminator Loss: 0.9661... Generator Loss: 0.7802 Epoch 1/1... Discriminator Loss: 0.8310... Generator Loss: 1.1500 Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 0.7711 Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 1.0553 Epoch 1/1... Discriminator Loss: 1.1245... Generator Loss: 1.5795 Epoch 1/1... Discriminator Loss: 1.8679... Generator Loss: 0.2874 Epoch 1/1... Discriminator Loss: 2.2934... Generator Loss: 2.9060 Epoch 1/1... Discriminator Loss: 1.1207... Generator Loss: 0.8418
Epoch 1/1... Discriminator Loss: 1.4208... Generator Loss: 0.3858 Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 1.4430 Epoch 1/1... Discriminator Loss: 0.9048... Generator Loss: 1.4253 Epoch 1/1... Discriminator Loss: 1.1286... Generator Loss: 0.5851 Epoch 1/1... Discriminator Loss: 0.9331... Generator Loss: 0.8314 Epoch 1/1... Discriminator Loss: 1.2547... Generator Loss: 1.4589 Epoch 1/1... Discriminator Loss: 1.2837... Generator Loss: 0.5816 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 1.4043 Epoch 1/1... Discriminator Loss: 1.4283... Generator Loss: 0.4708 Epoch 1/1... Discriminator Loss: 1.6526... Generator Loss: 1.6512 Epoch 1/1... Discriminator Loss: 1.9378... Generator Loss: 0.2484 Epoch 1/1... Discriminator Loss: 1.7688... Generator Loss: 2.2600 Epoch 1/1... Discriminator Loss: 1.0133... Generator Loss: 0.9073 Epoch 1/1... Discriminator Loss: 1.4189... Generator Loss: 0.4776 Epoch 1/1... Discriminator Loss: 1.1154... Generator Loss: 1.4535 Epoch 1/1... Discriminator Loss: 1.0854... Generator Loss: 0.9074 Epoch 1/1... Discriminator Loss: 1.1674... Generator Loss: 0.6166 Epoch 1/1... Discriminator Loss: 0.9371... Generator Loss: 1.2993 Epoch 1/1... Discriminator Loss: 1.1315... Generator Loss: 0.9256 Epoch 1/1... Discriminator Loss: 1.0911... Generator Loss: 0.9028
Epoch 1/1... Discriminator Loss: 1.0752... Generator Loss: 0.8696 Epoch 1/1... Discriminator Loss: 0.9477... Generator Loss: 1.3995 Epoch 1/1... Discriminator Loss: 0.8881... Generator Loss: 0.8685 Epoch 1/1... Discriminator Loss: 0.7512... Generator Loss: 1.2155 Epoch 1/1... Discriminator Loss: 0.8359... Generator Loss: 0.9433 Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 1.1133 Epoch 1/1... Discriminator Loss: 1.3093... Generator Loss: 0.6344 Epoch 1/1... Discriminator Loss: 1.1883... Generator Loss: 2.1242 Epoch 1/1... Discriminator Loss: 1.9553... Generator Loss: 0.2342 Epoch 1/1... Discriminator Loss: 0.9427... Generator Loss: 2.1839 Epoch 1/1... Discriminator Loss: 1.0154... Generator Loss: 1.0749 Epoch 1/1... Discriminator Loss: 2.3795... Generator Loss: 0.1957 Epoch 1/1... Discriminator Loss: 1.8227... Generator Loss: 2.7623 Epoch 1/1... Discriminator Loss: 1.1314... Generator Loss: 0.9519 Epoch 1/1... Discriminator Loss: 1.1428... Generator Loss: 0.7957 Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 1.4776 Epoch 1/1... Discriminator Loss: 1.0008... Generator Loss: 1.0891 Epoch 1/1... Discriminator Loss: 1.0211... Generator Loss: 0.7485 Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 1.0903 Epoch 1/1... Discriminator Loss: 1.2001... Generator Loss: 0.5706
Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 1.3328 Epoch 1/1... Discriminator Loss: 1.0666... Generator Loss: 0.6539 Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 0.7809 Epoch 1/1... Discriminator Loss: 1.1738... Generator Loss: 1.9210 Epoch 1/1... Discriminator Loss: 0.8643... Generator Loss: 0.7377 Epoch 1/1... Discriminator Loss: 0.7914... Generator Loss: 0.7627 Epoch 1/1... Discriminator Loss: 0.9797... Generator Loss: 0.8487 Epoch 1/1... Discriminator Loss: 1.3838... Generator Loss: 2.8588 Epoch 1/1... Discriminator Loss: 0.5066... Generator Loss: 1.3096 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 0.5442 Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 0.7639 Epoch 1/1... Discriminator Loss: 1.4940... Generator Loss: 2.8464 Epoch 1/1... Discriminator Loss: 1.6806... Generator Loss: 0.3295 Epoch 1/1... Discriminator Loss: 2.0457... Generator Loss: 3.2775 Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 0.8840 Epoch 1/1... Discriminator Loss: 1.3335... Generator Loss: 0.4731 Epoch 1/1... Discriminator Loss: 1.2434... Generator Loss: 1.1973 Epoch 1/1... Discriminator Loss: 1.1662... Generator Loss: 0.7862 Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.5064 Epoch 1/1... Discriminator Loss: 1.2958... Generator Loss: 1.5206
Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.3776 Epoch 1/1... Discriminator Loss: 1.1778... Generator Loss: 2.0156 Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.5763 Epoch 1/1... Discriminator Loss: 1.0879... Generator Loss: 1.1881 Epoch 1/1... Discriminator Loss: 1.2114... Generator Loss: 0.6683 Epoch 1/1... Discriminator Loss: 1.0276... Generator Loss: 1.3820 Epoch 1/1... Discriminator Loss: 1.0881... Generator Loss: 0.8878 Epoch 1/1... Discriminator Loss: 0.8189... Generator Loss: 1.3890 Epoch 1/1... Discriminator Loss: 0.9811... Generator Loss: 0.8102 Epoch 1/1... Discriminator Loss: 1.6165... Generator Loss: 0.3770 Epoch 1/1... Discriminator Loss: 1.9237... Generator Loss: 2.7176 Epoch 1/1... Discriminator Loss: 1.1822... Generator Loss: 0.5975 Epoch 1/1... Discriminator Loss: 0.8511... Generator Loss: 1.1530 Epoch 1/1... Discriminator Loss: 0.8691... Generator Loss: 1.2513 Epoch 1/1... Discriminator Loss: 1.3569... Generator Loss: 0.5891 Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 3.2982 Epoch 1/1... Discriminator Loss: 0.5868... Generator Loss: 1.1317 Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 0.6438 Epoch 1/1... Discriminator Loss: 0.7378... Generator Loss: 1.9765 Epoch 1/1... Discriminator Loss: 0.7109... Generator Loss: 1.5217
Epoch 1/1... Discriminator Loss: 1.2762... Generator Loss: 0.5263 Epoch 1/1... Discriminator Loss: 1.6944... Generator Loss: 2.7657 Epoch 1/1... Discriminator Loss: 1.1629... Generator Loss: 0.6209 Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 0.9869 Epoch 1/1... Discriminator Loss: 1.2156... Generator Loss: 2.2755 Epoch 1/1... Discriminator Loss: 1.3119... Generator Loss: 0.4823 Epoch 1/1... Discriminator Loss: 1.3216... Generator Loss: 0.5740 Epoch 1/1... Discriminator Loss: 2.8986... Generator Loss: 4.2573 Epoch 1/1... Discriminator Loss: 0.9843... Generator Loss: 0.9264 Epoch 1/1... Discriminator Loss: 0.9970... Generator Loss: 0.6919 Epoch 1/1... Discriminator Loss: 0.8624... Generator Loss: 1.4217 Epoch 1/1... Discriminator Loss: 0.7769... Generator Loss: 1.2689 Epoch 1/1... Discriminator Loss: 1.1543... Generator Loss: 0.5669 Epoch 1/1... Discriminator Loss: 1.0769... Generator Loss: 1.2325 Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 0.6825 Epoch 1/1... Discriminator Loss: 1.1172... Generator Loss: 1.0102 Epoch 1/1... Discriminator Loss: 1.0115... Generator Loss: 0.8067 Epoch 1/1... Discriminator Loss: 0.8867... Generator Loss: 1.1263 Epoch 1/1... Discriminator Loss: 0.7978... Generator Loss: 1.0778 Epoch 1/1... Discriminator Loss: 0.7783... Generator Loss: 1.4696
Epoch 1/1... Discriminator Loss: 1.4061... Generator Loss: 0.4029 Epoch 1/1... Discriminator Loss: 0.9604... Generator Loss: 1.1721 Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 1.7563 Epoch 1/1... Discriminator Loss: 1.2784... Generator Loss: 0.4838 Epoch 1/1... Discriminator Loss: 1.6088... Generator Loss: 0.3750 Epoch 1/1... Discriminator Loss: 1.6415... Generator Loss: 3.1832 Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 0.6483 Epoch 1/1... Discriminator Loss: 1.2814... Generator Loss: 0.5918 Epoch 1/1... Discriminator Loss: 1.1325... Generator Loss: 1.2627 Epoch 1/1... Discriminator Loss: 0.8335... Generator Loss: 1.0332 Epoch 1/1... Discriminator Loss: 1.0877... Generator Loss: 0.7487 Epoch 1/1... Discriminator Loss: 1.2246... Generator Loss: 0.8074 Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 1.2191 Epoch 1/1... Discriminator Loss: 1.1952... Generator Loss: 0.7407 Epoch 1/1... Discriminator Loss: 1.0799... Generator Loss: 1.6850 Epoch 1/1... Discriminator Loss: 0.4883... Generator Loss: 1.2738 Epoch 1/1... Discriminator Loss: 0.5605... Generator Loss: 1.0099 Epoch 1/1... Discriminator Loss: 0.7036... Generator Loss: 0.8061 Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.4385 Epoch 1/1... Discriminator Loss: 1.1678... Generator Loss: 2.5439
Epoch 1/1... Discriminator Loss: 1.1546... Generator Loss: 0.8429 Epoch 1/1... Discriminator Loss: 0.8187... Generator Loss: 1.6067 Epoch 1/1... Discriminator Loss: 1.0435... Generator Loss: 0.7645 Epoch 1/1... Discriminator Loss: 1.2003... Generator Loss: 0.6408 Epoch 1/1... Discriminator Loss: 1.2434... Generator Loss: 2.1644 Epoch 1/1... Discriminator Loss: 0.9771... Generator Loss: 0.6540 Epoch 1/1... Discriminator Loss: 0.7128... Generator Loss: 1.0981 Epoch 1/1... Discriminator Loss: 0.8763... Generator Loss: 0.9290 Epoch 1/1... Discriminator Loss: 1.0401... Generator Loss: 2.7334 Epoch 1/1... Discriminator Loss: 0.5005... Generator Loss: 1.2152 Epoch 1/1... Discriminator Loss: 2.2963... Generator Loss: 0.1468 Epoch 1/1... Discriminator Loss: 0.7248... Generator Loss: 1.3124 Epoch 1/1... Discriminator Loss: 1.3392... Generator Loss: 2.1355 Epoch 1/1... Discriminator Loss: 1.2954... Generator Loss: 0.4147 Epoch 1/1... Discriminator Loss: 0.6070... Generator Loss: 1.8271 Epoch 1/1... Discriminator Loss: 0.8808... Generator Loss: 1.2174 Epoch 1/1... Discriminator Loss: 1.1951... Generator Loss: 0.5734 Epoch 1/1... Discriminator Loss: 1.0360... Generator Loss: 2.3896 Epoch 1/1... Discriminator Loss: 0.5552... Generator Loss: 2.1215 Epoch 1/1... Discriminator Loss: 1.0136... Generator Loss: 0.5694
Epoch 1/1... Discriminator Loss: 1.7343... Generator Loss: 0.3188 Epoch 1/1... Discriminator Loss: 2.3153... Generator Loss: 4.1105 Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 0.9930 Epoch 1/1... Discriminator Loss: 1.1492... Generator Loss: 0.8653 Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.5642 Epoch 1/1... Discriminator Loss: 1.4525... Generator Loss: 1.3160 Epoch 1/1... Discriminator Loss: 1.0897... Generator Loss: 0.5660 Epoch 1/1... Discriminator Loss: 1.0432... Generator Loss: 0.7415 Epoch 1/1... Discriminator Loss: 1.2427... Generator Loss: 2.4332 Epoch 1/1... Discriminator Loss: 1.3574... Generator Loss: 0.5824 Epoch 1/1... Discriminator Loss: 1.7929... Generator Loss: 0.3296 Epoch 1/1... Discriminator Loss: 1.4982... Generator Loss: 2.1930 Epoch 1/1... Discriminator Loss: 1.5293... Generator Loss: 0.5349 Epoch 1/1... Discriminator Loss: 1.4736... Generator Loss: 1.6692 Epoch 1/1... Discriminator Loss: 1.4896... Generator Loss: 0.5393 Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 1.0780 Epoch 1/1... Discriminator Loss: 1.0965... Generator Loss: 0.7974 Epoch 1/1... Discriminator Loss: 1.3184... Generator Loss: 0.4902 Epoch 1/1... Discriminator Loss: 1.0572... Generator Loss: 1.6428 Epoch 1/1... Discriminator Loss: 1.0505... Generator Loss: 0.8972
Epoch 1/1... Discriminator Loss: 1.1962... Generator Loss: 0.6862 Epoch 1/1... Discriminator Loss: 0.9388... Generator Loss: 1.1229 Epoch 1/1... Discriminator Loss: 0.6099... Generator Loss: 1.7089 Epoch 1/1... Discriminator Loss: 0.8071... Generator Loss: 0.8011 Epoch 1/1... Discriminator Loss: 0.9001... Generator Loss: 1.2141 Epoch 1/1... Discriminator Loss: 0.7190... Generator Loss: 1.3463 Epoch 1/1... Discriminator Loss: 0.5347... Generator Loss: 1.2992 Epoch 1/1... Discriminator Loss: 2.3823... Generator Loss: 0.2131 Epoch 1/1... Discriminator Loss: 3.1620... Generator Loss: 3.6849 Epoch 1/1... Discriminator Loss: 0.9481... Generator Loss: 1.7596 Epoch 1/1... Discriminator Loss: 1.5954... Generator Loss: 0.3358 Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.7258 Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 2.0469 Epoch 1/1... Discriminator Loss: 0.9248... Generator Loss: 1.9389 Epoch 1/1... Discriminator Loss: 0.4462... Generator Loss: 1.3357 Epoch 1/1... Discriminator Loss: 0.5756... Generator Loss: 0.9642 Epoch 1/1... Discriminator Loss: 1.0465... Generator Loss: 0.5162 Epoch 1/1... Discriminator Loss: 1.4458... Generator Loss: 0.3567 Epoch 1/1... Discriminator Loss: 1.5234... Generator Loss: 3.2190 Epoch 1/1... Discriminator Loss: 1.0492... Generator Loss: 2.1243
Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 0.4941 Epoch 1/1... Discriminator Loss: 0.8098... Generator Loss: 1.1510 Epoch 1/1... Discriminator Loss: 0.8204... Generator Loss: 1.2709 Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 1.0043 Epoch 1/1... Discriminator Loss: 0.7446... Generator Loss: 1.1602 Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 1.6388 Epoch 1/1... Discriminator Loss: 0.9615... Generator Loss: 0.7713 Epoch 1/1... Discriminator Loss: 1.7308... Generator Loss: 0.3731 Epoch 1/1... Discriminator Loss: 1.2319... Generator Loss: 2.2093 Epoch 1/1... Discriminator Loss: 0.9155... Generator Loss: 1.3537 Epoch 1/1... Discriminator Loss: 1.3799... Generator Loss: 0.5245 Epoch 1/1... Discriminator Loss: 1.4032... Generator Loss: 0.9597 Epoch 1/1... Discriminator Loss: 1.1182... Generator Loss: 1.2999 Epoch 1/1... Discriminator Loss: 1.1153... Generator Loss: 0.7130 Epoch 1/1... Discriminator Loss: 1.0839... Generator Loss: 0.9529 Epoch 1/1... Discriminator Loss: 0.9996... Generator Loss: 0.9528 Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.6119 Epoch 1/1... Discriminator Loss: 1.1591... Generator Loss: 1.7635 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.5410 Epoch 1/1... Discriminator Loss: 1.5828... Generator Loss: 0.4075
Epoch 1/1... Discriminator Loss: 1.3965... Generator Loss: 2.4937 Epoch 1/1... Discriminator Loss: 0.7223... Generator Loss: 1.4294 Epoch 1/1... Discriminator Loss: 1.1253... Generator Loss: 0.4975 Epoch 1/1... Discriminator Loss: 1.3563... Generator Loss: 0.4082 Epoch 1/1... Discriminator Loss: 1.1463... Generator Loss: 1.5523 Epoch 1/1... Discriminator Loss: 0.9915... Generator Loss: 1.4142 Epoch 1/1... Discriminator Loss: 1.1079... Generator Loss: 0.6719 Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.7095 Epoch 1/1... Discriminator Loss: 1.1917... Generator Loss: 1.4428 Epoch 1/1... Discriminator Loss: 1.1506... Generator Loss: 0.7396 Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.0269... Generator Loss: 1.4280 Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 0.8892 Epoch 1/1... Discriminator Loss: 0.8562... Generator Loss: 1.6712 Epoch 1/1... Discriminator Loss: 1.2281... Generator Loss: 0.9200 Epoch 1/1... Discriminator Loss: 1.2446... Generator Loss: 0.7585 Epoch 1/1... Discriminator Loss: 0.8425... Generator Loss: 1.3132 Epoch 1/1... Discriminator Loss: 1.1907... Generator Loss: 0.5744 Epoch 1/1... Discriminator Loss: 0.8822... Generator Loss: 0.9771 Epoch 1/1... Discriminator Loss: 0.7865... Generator Loss: 1.7765
Epoch 1/1... Discriminator Loss: 0.9436... Generator Loss: 0.7998 Epoch 1/1... Discriminator Loss: 0.9711... Generator Loss: 0.8410 Epoch 1/1... Discriminator Loss: 0.7986... Generator Loss: 1.6499 Epoch 1/1... Discriminator Loss: 0.9379... Generator Loss: 0.7518 Epoch 1/1... Discriminator Loss: 0.7819... Generator Loss: 1.6371 Epoch 1/1... Discriminator Loss: 1.6708... Generator Loss: 0.3178 Epoch 1/1... Discriminator Loss: 1.5875... Generator Loss: 2.4422 Epoch 1/1... Discriminator Loss: 1.5776... Generator Loss: 0.3665 Epoch 1/1... Discriminator Loss: 1.2811... Generator Loss: 0.7587 Epoch 1/1... Discriminator Loss: 1.4548... Generator Loss: 2.2626 Epoch 1/1... Discriminator Loss: 1.2714... Generator Loss: 0.7090 Epoch 1/1... Discriminator Loss: 1.2363... Generator Loss: 0.7065 Epoch 1/1... Discriminator Loss: 1.4179... Generator Loss: 1.3389 Epoch 1/1... Discriminator Loss: 1.0525... Generator Loss: 0.9729 Epoch 1/1... Discriminator Loss: 1.5015... Generator Loss: 0.5255 Epoch 1/1... Discriminator Loss: 1.4035... Generator Loss: 1.9302 Epoch 1/1... Discriminator Loss: 1.4424... Generator Loss: 0.4963 Epoch 1/1... Discriminator Loss: 1.0747... Generator Loss: 1.9402 Epoch 1/1... Discriminator Loss: 0.6500... Generator Loss: 1.2832 Epoch 1/1... Discriminator Loss: 1.4137... Generator Loss: 0.3767
Epoch 1/1... Discriminator Loss: 1.2191... Generator Loss: 1.9590 Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 0.9662 Epoch 1/1... Discriminator Loss: 1.2954... Generator Loss: 0.5114 Epoch 1/1... Discriminator Loss: 0.5482... Generator Loss: 1.5622 Epoch 1/1... Discriminator Loss: 0.4959... Generator Loss: 1.7845 Epoch 1/1... Discriminator Loss: 0.6267... Generator Loss: 1.0079 Epoch 1/1... Discriminator Loss: 1.5334... Generator Loss: 0.3134 Epoch 1/1... Discriminator Loss: 1.3063... Generator Loss: 3.0765 Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 0.8980 Epoch 1/1... Discriminator Loss: 0.6862... Generator Loss: 1.6015 Epoch 1/1... Discriminator Loss: 0.8558... Generator Loss: 1.6187 Epoch 1/1... Discriminator Loss: 0.9315... Generator Loss: 0.6998 Epoch 1/1... Discriminator Loss: 1.4003... Generator Loss: 0.5896 Epoch 1/1... Discriminator Loss: 0.9699... Generator Loss: 1.2787 Epoch 1/1... Discriminator Loss: 0.9863... Generator Loss: 0.9058 Epoch 1/1... Discriminator Loss: 1.4158... Generator Loss: 0.6026 Epoch 1/1... Discriminator Loss: 1.3932... Generator Loss: 0.5074 Epoch 1/1... Discriminator Loss: 2.7027... Generator Loss: 3.2203 Epoch 1/1... Discriminator Loss: 0.4870... Generator Loss: 1.6713 Epoch 1/1... Discriminator Loss: 2.5896... Generator Loss: 0.1173
Epoch 1/1... Discriminator Loss: 2.2557... Generator Loss: 0.1526 Epoch 1/1... Discriminator Loss: 2.6660... Generator Loss: 3.0240 Epoch 1/1... Discriminator Loss: 1.4720... Generator Loss: 1.7002 Epoch 1/1... Discriminator Loss: 1.7060... Generator Loss: 0.5833 Epoch 1/1... Discriminator Loss: 1.3780... Generator Loss: 0.6246 Epoch 1/1... Discriminator Loss: 1.0722... Generator Loss: 1.5033 Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 0.8990 Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.5083 Epoch 1/1... Discriminator Loss: 1.3192... Generator Loss: 0.4994 Epoch 1/1... Discriminator Loss: 1.7252... Generator Loss: 2.2751 Epoch 1/1... Discriminator Loss: 1.2540... Generator Loss: 1.9411 Epoch 1/1... Discriminator Loss: 0.8080... Generator Loss: 0.9177 Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 0.5827 Epoch 1/1... Discriminator Loss: 1.5262... Generator Loss: 0.3888 Epoch 1/1... Discriminator Loss: 0.9160... Generator Loss: 1.5986 Epoch 1/1... Discriminator Loss: 1.2741... Generator Loss: 1.3469 Epoch 1/1... Discriminator Loss: 1.3859... Generator Loss: 0.5605 Epoch 1/1... Discriminator Loss: 1.2029... Generator Loss: 0.7002 Epoch 1/1... Discriminator Loss: 1.2110... Generator Loss: 0.6989 Epoch 1/1... Discriminator Loss: 0.8499... Generator Loss: 1.2486
Epoch 1/1... Discriminator Loss: 1.0122... Generator Loss: 1.2922 Epoch 1/1... Discriminator Loss: 0.9843... Generator Loss: 0.8055 Epoch 1/1... Discriminator Loss: 1.3871... Generator Loss: 0.5795 Epoch 1/1... Discriminator Loss: 1.2358... Generator Loss: 0.8157 Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 0.8839 Epoch 1/1... Discriminator Loss: 1.2122... Generator Loss: 1.0812 Epoch 1/1... Discriminator Loss: 1.0279... Generator Loss: 0.8026 Epoch 1/1... Discriminator Loss: 1.3603... Generator Loss: 0.4667 Epoch 1/1... Discriminator Loss: 1.2341... Generator Loss: 1.4030 Epoch 1/1... Discriminator Loss: 0.9848... Generator Loss: 1.1774 Epoch 1/1... Discriminator Loss: 2.0995... Generator Loss: 0.1761 Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 2.3511 Epoch 1/1... Discriminator Loss: 0.6850... Generator Loss: 1.9937 Epoch 1/1... Discriminator Loss: 0.4729... Generator Loss: 1.3767 Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 0.7624 Epoch 1/1... Discriminator Loss: 1.0046... Generator Loss: 0.5875 Epoch 1/1... Discriminator Loss: 1.3489... Generator Loss: 0.5030 Epoch 1/1... Discriminator Loss: 1.4054... Generator Loss: 1.6264 Epoch 1/1... Discriminator Loss: 1.1339... Generator Loss: 1.5418 Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.4868
Epoch 1/1... Discriminator Loss: 1.1643... Generator Loss: 0.5742 Epoch 1/1... Discriminator Loss: 0.9840... Generator Loss: 0.8854 Epoch 1/1... Discriminator Loss: 1.0711... Generator Loss: 1.6464 Epoch 1/1... Discriminator Loss: 1.2536... Generator Loss: 0.5128 Epoch 1/1... Discriminator Loss: 0.7458... Generator Loss: 1.4035 Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 2.1482 Epoch 1/1... Discriminator Loss: 0.9737... Generator Loss: 1.6086 Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 1.1527 Epoch 1/1... Discriminator Loss: 1.1843... Generator Loss: 0.5037 Epoch 1/1... Discriminator Loss: 0.5816... Generator Loss: 1.1790 Epoch 1/1... Discriminator Loss: 0.9661... Generator Loss: 2.4025 Epoch 1/1... Discriminator Loss: 1.7255... Generator Loss: 0.2939 Epoch 1/1... Discriminator Loss: 2.1454... Generator Loss: 1.6311 Epoch 1/1... Discriminator Loss: 1.1720... Generator Loss: 1.1456 Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 0.7867 Epoch 1/1... Discriminator Loss: 0.7404... Generator Loss: 1.2362 Epoch 1/1... Discriminator Loss: 0.8343... Generator Loss: 1.0851 Epoch 1/1... Discriminator Loss: 1.2357... Generator Loss: 0.9415 Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.8134 Epoch 1/1... Discriminator Loss: 1.2273... Generator Loss: 0.6742
Epoch 1/1... Discriminator Loss: 1.2530... Generator Loss: 1.5964 Epoch 1/1... Discriminator Loss: 1.5189... Generator Loss: 0.3424 Epoch 1/1... Discriminator Loss: 1.1944... Generator Loss: 0.8542 Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 1.3683 Epoch 1/1... Discriminator Loss: 0.9933... Generator Loss: 1.0180 Epoch 1/1... Discriminator Loss: 1.0309... Generator Loss: 0.7716 Epoch 1/1... Discriminator Loss: 1.1625... Generator Loss: 1.3509 Epoch 1/1... Discriminator Loss: 1.6788... Generator Loss: 0.3998 Epoch 1/1... Discriminator Loss: 1.5004... Generator Loss: 0.6004 Epoch 1/1... Discriminator Loss: 1.6796... Generator Loss: 1.5194 Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.7115 Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 1.1039 Epoch 1/1... Discriminator Loss: 0.7534... Generator Loss: 1.2193 Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 0.8353 Epoch 1/1... Discriminator Loss: 1.3984... Generator Loss: 0.7123 Epoch 1/1... Discriminator Loss: 1.0181... Generator Loss: 1.1472 Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 0.8436 Epoch 1/1... Discriminator Loss: 0.8423... Generator Loss: 1.1862 Epoch 1/1... Discriminator Loss: 0.9444... Generator Loss: 0.8560 Epoch 1/1... Discriminator Loss: 1.4188... Generator Loss: 0.6674
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.2327 Epoch 1/1... Discriminator Loss: 1.0939... Generator Loss: 1.2181 Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.5370 Epoch 1/1... Discriminator Loss: 1.1948... Generator Loss: 0.6492 Epoch 1/1... Discriminator Loss: 1.6670... Generator Loss: 2.8124 Epoch 1/1... Discriminator Loss: 0.8472... Generator Loss: 0.8356 Epoch 1/1... Discriminator Loss: 1.7332... Generator Loss: 0.2837 Epoch 1/1... Discriminator Loss: 1.2373... Generator Loss: 1.2896 Epoch 1/1... Discriminator Loss: 1.1591... Generator Loss: 1.2335 Epoch 1/1... Discriminator Loss: 1.3738... Generator Loss: 0.4224 Epoch 1/1... Discriminator Loss: 1.1588... Generator Loss: 0.6388 Epoch 1/1... Discriminator Loss: 1.2930... Generator Loss: 1.4968 Epoch 1/1... Discriminator Loss: 1.2160... Generator Loss: 0.6325 Epoch 1/1... Discriminator Loss: 1.1052... Generator Loss: 1.7245 Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 1.0798 Epoch 1/1... Discriminator Loss: 0.8805... Generator Loss: 0.6535 Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.5260 Epoch 1/1... Discriminator Loss: 1.1961... Generator Loss: 0.6106 Epoch 1/1... Discriminator Loss: 1.9582... Generator Loss: 3.0457 Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.6576
Epoch 1/1... Discriminator Loss: 1.7654... Generator Loss: 0.3012 Epoch 1/1... Discriminator Loss: 1.0749... Generator Loss: 1.4920 Epoch 1/1... Discriminator Loss: 1.1439... Generator Loss: 1.5350 Epoch 1/1... Discriminator Loss: 0.8717... Generator Loss: 1.0424 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 0.5552 Epoch 1/1... Discriminator Loss: 1.5015... Generator Loss: 0.4459 Epoch 1/1... Discriminator Loss: 0.8094... Generator Loss: 0.8081 Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 1.2041 Epoch 1/1... Discriminator Loss: 1.2078... Generator Loss: 1.5646 Epoch 1/1... Discriminator Loss: 1.6093... Generator Loss: 0.6053 Epoch 1/1... Discriminator Loss: 1.4257... Generator Loss: 0.4804 Epoch 1/1... Discriminator Loss: 1.4423... Generator Loss: 1.8698 Epoch 1/1... Discriminator Loss: 0.8732... Generator Loss: 1.2311 Epoch 1/1... Discriminator Loss: 1.4971... Generator Loss: 0.4508 Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 1.0154 Epoch 1/1... Discriminator Loss: 1.0207... Generator Loss: 0.9754 Epoch 1/1... Discriminator Loss: 0.9514... Generator Loss: 0.9672 Epoch 1/1... Discriminator Loss: 0.8883... Generator Loss: 1.5295 Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 0.7798 Epoch 1/1... Discriminator Loss: 1.2237... Generator Loss: 0.4620
Epoch 1/1... Discriminator Loss: 1.3294... Generator Loss: 0.7507 Epoch 1/1... Discriminator Loss: 1.5748... Generator Loss: 1.2865 Epoch 1/1... Discriminator Loss: 1.5946... Generator Loss: 0.3758 Epoch 1/1... Discriminator Loss: 1.1266... Generator Loss: 0.6738 Epoch 1/1... Discriminator Loss: 1.1527... Generator Loss: 1.3230 Epoch 1/1... Discriminator Loss: 0.9469... Generator Loss: 0.9226 Epoch 1/1... Discriminator Loss: 0.9191... Generator Loss: 1.0834 Epoch 1/1... Discriminator Loss: 1.2239... Generator Loss: 0.7949 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 2.2118 Epoch 1/1... Discriminator Loss: 0.6205... Generator Loss: 1.5209 Epoch 1/1... Discriminator Loss: 1.5755... Generator Loss: 0.3516 Epoch 1/1... Discriminator Loss: 1.3529... Generator Loss: 0.4787 Epoch 1/1... Discriminator Loss: 1.4744... Generator Loss: 2.5489 Epoch 1/1... Discriminator Loss: 0.7233... Generator Loss: 1.3080 Epoch 1/1... Discriminator Loss: 0.7040... Generator Loss: 0.9560 Epoch 1/1... Discriminator Loss: 1.3596... Generator Loss: 0.5161 Epoch 1/1... Discriminator Loss: 0.8945... Generator Loss: 1.4414 Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 1.3867 Epoch 1/1... Discriminator Loss: 1.2584... Generator Loss: 0.7740 Epoch 1/1... Discriminator Loss: 1.0646... Generator Loss: 1.0546
Epoch 1/1... Discriminator Loss: 1.1328... Generator Loss: 0.7516 Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 0.6315 Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 0.7325 Epoch 1/1... Discriminator Loss: 1.0841... Generator Loss: 0.7411 Epoch 1/1... Discriminator Loss: 1.3094... Generator Loss: 2.6120 Epoch 1/1... Discriminator Loss: 1.4087... Generator Loss: 1.3256 Epoch 1/1... Discriminator Loss: 1.7244... Generator Loss: 0.3311 Epoch 1/1... Discriminator Loss: 1.5995... Generator Loss: 1.8317 Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 1.0119 Epoch 1/1... Discriminator Loss: 1.1963... Generator Loss: 0.5135 Epoch 1/1... Discriminator Loss: 1.1983... Generator Loss: 0.6239 Epoch 1/1... Discriminator Loss: 1.0483... Generator Loss: 1.0730 Epoch 1/1... Discriminator Loss: 1.2719... Generator Loss: 1.1295 Epoch 1/1... Discriminator Loss: 0.8708... Generator Loss: 1.0276 Epoch 1/1... Discriminator Loss: 1.1162... Generator Loss: 0.7854 Epoch 1/1... Discriminator Loss: 1.0881... Generator Loss: 0.7548 Epoch 1/1... Discriminator Loss: 0.8213... Generator Loss: 1.1050 Epoch 1/1... Discriminator Loss: 1.1190... Generator Loss: 0.7163 Epoch 1/1... Discriminator Loss: 0.8711... Generator Loss: 1.2887 Epoch 1/1... Discriminator Loss: 0.7720... Generator Loss: 1.3310
Epoch 1/1... Discriminator Loss: 1.0498... Generator Loss: 0.7266 Epoch 1/1... Discriminator Loss: 1.6955... Generator Loss: 0.5476 Epoch 1/1... Discriminator Loss: 1.5063... Generator Loss: 2.1779 Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 1.5522 Epoch 1/1... Discriminator Loss: 1.5608... Generator Loss: 0.5283 Epoch 1/1... Discriminator Loss: 1.4297... Generator Loss: 0.4070 Epoch 1/1... Discriminator Loss: 1.1004... Generator Loss: 1.0988 Epoch 1/1... Discriminator Loss: 1.3292... Generator Loss: 0.5258 Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 1.1288 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 0.9707 Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 0.7588 Epoch 1/1... Discriminator Loss: 1.0556... Generator Loss: 0.8964 Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.3905 Epoch 1/1... Discriminator Loss: 2.0691... Generator Loss: 2.6558 Epoch 1/1... Discriminator Loss: 0.9432... Generator Loss: 1.5115 Epoch 1/1... Discriminator Loss: 1.0506... Generator Loss: 0.4860 Epoch 1/1... Discriminator Loss: 1.4682... Generator Loss: 0.3569 Epoch 1/1... Discriminator Loss: 1.5608... Generator Loss: 1.0613 Epoch 1/1... Discriminator Loss: 1.1004... Generator Loss: 0.8560 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.9251
Epoch 1/1... Discriminator Loss: 1.1445... Generator Loss: 1.1390 Epoch 1/1... Discriminator Loss: 1.4063... Generator Loss: 0.6589 Epoch 1/1... Discriminator Loss: 1.4627... Generator Loss: 0.5542 Epoch 1/1... Discriminator Loss: 1.0437... Generator Loss: 0.7014 Epoch 1/1... Discriminator Loss: 1.5545... Generator Loss: 0.7562 Epoch 1/1... Discriminator Loss: 1.4035... Generator Loss: 1.4041 Epoch 1/1... Discriminator Loss: 1.4310... Generator Loss: 0.7781 Epoch 1/1... Discriminator Loss: 1.4903... Generator Loss: 0.4405 Epoch 1/1... Discriminator Loss: 1.1981... Generator Loss: 1.4045 Epoch 1/1... Discriminator Loss: 0.7483... Generator Loss: 1.5662 Epoch 1/1... Discriminator Loss: 0.7502... Generator Loss: 0.9126 Epoch 1/1... Discriminator Loss: 0.6440... Generator Loss: 0.9070 Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 0.4597 Epoch 1/1... Discriminator Loss: 1.1292... Generator Loss: 0.6424 Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 0.9331 Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 1.4098 Epoch 1/1... Discriminator Loss: 0.7839... Generator Loss: 1.1675 Epoch 1/1... Discriminator Loss: 0.8322... Generator Loss: 0.6809 Epoch 1/1... Discriminator Loss: 2.1671... Generator Loss: 0.2020 Epoch 1/1... Discriminator Loss: 1.0225... Generator Loss: 1.7525
Epoch 1/1... Discriminator Loss: 1.0941... Generator Loss: 1.1386 Epoch 1/1... Discriminator Loss: 1.5894... Generator Loss: 0.5466 Epoch 1/1... Discriminator Loss: 1.3313... Generator Loss: 0.8020 Epoch 1/1... Discriminator Loss: 1.6115... Generator Loss: 1.6538 Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.4764 Epoch 1/1... Discriminator Loss: 1.5178... Generator Loss: 0.4454 Epoch 1/1... Discriminator Loss: 1.3773... Generator Loss: 1.0437 Epoch 1/1... Discriminator Loss: 1.3154... Generator Loss: 1.2297 Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 1.0617 Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 0.8049 Epoch 1/1... Discriminator Loss: 1.1517... Generator Loss: 0.8380 Epoch 1/1... Discriminator Loss: 1.0521... Generator Loss: 0.9317 Epoch 1/1... Discriminator Loss: 1.1521... Generator Loss: 0.9731 Epoch 1/1... Discriminator Loss: 1.1968... Generator Loss: 1.1036 Epoch 1/1... Discriminator Loss: 1.1636... Generator Loss: 0.7686 Epoch 1/1... Discriminator Loss: 1.1668... Generator Loss: 0.6221 Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.8887 Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 1.0405 Epoch 1/1... Discriminator Loss: 1.0655... Generator Loss: 0.9027 Epoch 1/1... Discriminator Loss: 1.1564... Generator Loss: 0.8456
Epoch 1/1... Discriminator Loss: 1.3937... Generator Loss: 1.5034 Epoch 1/1... Discriminator Loss: 1.2640... Generator Loss: 0.7165 Epoch 1/1... Discriminator Loss: 1.4448... Generator Loss: 0.5161 Epoch 1/1... Discriminator Loss: 1.3310... Generator Loss: 1.0434 Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.8713 Epoch 1/1... Discriminator Loss: 0.9882... Generator Loss: 0.9219 Epoch 1/1... Discriminator Loss: 1.4150... Generator Loss: 0.9669 Epoch 1/1... Discriminator Loss: 1.3534... Generator Loss: 0.7622 Epoch 1/1... Discriminator Loss: 1.0224... Generator Loss: 0.9697 Epoch 1/1... Discriminator Loss: 1.0195... Generator Loss: 1.1247 Epoch 1/1... Discriminator Loss: 1.2655... Generator Loss: 0.5326 Epoch 1/1... Discriminator Loss: 0.9166... Generator Loss: 1.0052 Epoch 1/1... Discriminator Loss: 1.1039... Generator Loss: 0.9199 Epoch 1/1... Discriminator Loss: 1.3049... Generator Loss: 0.6255 Epoch 1/1... Discriminator Loss: 0.9907... Generator Loss: 1.3695 Epoch 1/1... Discriminator Loss: 1.1490... Generator Loss: 1.2454 Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 0.8278 Epoch 1/1... Discriminator Loss: 1.2574... Generator Loss: 0.5502 Epoch 1/1... Discriminator Loss: 1.0661... Generator Loss: 1.5267 Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 0.8692
Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.7393 Epoch 1/1... Discriminator Loss: 1.0885... Generator Loss: 0.6849 Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 1.9833 Epoch 1/1... Discriminator Loss: 1.4201... Generator Loss: 1.3687 Epoch 1/1... Discriminator Loss: 1.1497... Generator Loss: 0.7030 Epoch 1/1... Discriminator Loss: 1.4700... Generator Loss: 0.4327 Epoch 1/1... Discriminator Loss: 1.2689... Generator Loss: 0.7456 Epoch 1/1... Discriminator Loss: 1.3180... Generator Loss: 1.6196 Epoch 1/1... Discriminator Loss: 0.9310... Generator Loss: 1.2831 Epoch 1/1... Discriminator Loss: 1.0300... Generator Loss: 0.8420 Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.5903 Epoch 1/1... Discriminator Loss: 1.0331... Generator Loss: 0.7676 Epoch 1/1... Discriminator Loss: 0.9060... Generator Loss: 1.0158 Epoch 1/1... Discriminator Loss: 0.8219... Generator Loss: 0.9523 Epoch 1/1... Discriminator Loss: 0.9517... Generator Loss: 1.0077 Epoch 1/1... Discriminator Loss: 1.0486... Generator Loss: 0.9559 Epoch 1/1... Discriminator Loss: 1.2225... Generator Loss: 2.0115 Epoch 1/1... Discriminator Loss: 1.2554... Generator Loss: 0.8860 Epoch 1/1... Discriminator Loss: 1.0397... Generator Loss: 0.4976 Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 0.5288
Epoch 1/1... Discriminator Loss: 0.7084... Generator Loss: 1.1041 Epoch 1/1... Discriminator Loss: 1.4947... Generator Loss: 2.2435 Epoch 1/1... Discriminator Loss: 0.7855... Generator Loss: 0.8530 Epoch 1/1... Discriminator Loss: 2.0229... Generator Loss: 0.3223 Epoch 1/1... Discriminator Loss: 1.3282... Generator Loss: 1.6015 Epoch 1/1... Discriminator Loss: 1.2369... Generator Loss: 1.0522 Epoch 1/1... Discriminator Loss: 1.8225... Generator Loss: 0.2744 Epoch 1/1... Discriminator Loss: 1.4561... Generator Loss: 1.5453 Epoch 1/1... Discriminator Loss: 1.3762... Generator Loss: 1.4329 Epoch 1/1... Discriminator Loss: 1.0609... Generator Loss: 0.6280 Epoch 1/1... Discriminator Loss: 1.4898... Generator Loss: 0.4047 Epoch 1/1... Discriminator Loss: 1.0542... Generator Loss: 0.9518 Epoch 1/1... Discriminator Loss: 1.4203... Generator Loss: 1.9093 Epoch 1/1... Discriminator Loss: 1.3738... Generator Loss: 1.4512 Epoch 1/1... Discriminator Loss: 0.7366... Generator Loss: 0.9780 Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 0.6000 Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 0.7623 Epoch 1/1... Discriminator Loss: 1.5589... Generator Loss: 0.3599 Epoch 1/1... Discriminator Loss: 1.4040... Generator Loss: 0.7415 Epoch 1/1... Discriminator Loss: 1.4957... Generator Loss: 1.2985
Epoch 1/1... Discriminator Loss: 1.4085... Generator Loss: 1.4900 Epoch 1/1... Discriminator Loss: 1.4280... Generator Loss: 1.1134 Epoch 1/1... Discriminator Loss: 1.3685... Generator Loss: 0.6283 Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 0.6689 Epoch 1/1... Discriminator Loss: 1.2372... Generator Loss: 0.7023 Epoch 1/1... Discriminator Loss: 1.3798... Generator Loss: 1.6967 Epoch 1/1... Discriminator Loss: 1.2996... Generator Loss: 1.5509 Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 0.4972 Epoch 1/1... Discriminator Loss: 1.5821... Generator Loss: 0.4418 Epoch 1/1... Discriminator Loss: 0.9597... Generator Loss: 0.7856 Epoch 1/1... Discriminator Loss: 0.9793... Generator Loss: 0.8664 Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 1.0885 Epoch 1/1... Discriminator Loss: 1.4271... Generator Loss: 0.4525 Epoch 1/1... Discriminator Loss: 1.1606... Generator Loss: 0.5374 Epoch 1/1... Discriminator Loss: 1.4601... Generator Loss: 2.3921 Epoch 1/1... Discriminator Loss: 1.4187... Generator Loss: 1.4262 Epoch 1/1... Discriminator Loss: 1.1380... Generator Loss: 0.7028 Epoch 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.5799 Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.5812 Epoch 1/1... Discriminator Loss: 1.1511... Generator Loss: 0.9374
Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 1.0932 Epoch 1/1... Discriminator Loss: 1.1474... Generator Loss: 0.8407 Epoch 1/1... Discriminator Loss: 1.0635... Generator Loss: 0.7336 Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 1.1611 Epoch 1/1... Discriminator Loss: 1.1037... Generator Loss: 0.9412 Epoch 1/1... Discriminator Loss: 0.8007... Generator Loss: 0.6665 Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.6149 Epoch 1/1... Discriminator Loss: 1.5311... Generator Loss: 1.1441 Epoch 1/1... Discriminator Loss: 0.9958... Generator Loss: 0.8030 Epoch 1/1... Discriminator Loss: 1.4316... Generator Loss: 0.8148 Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 1.5171 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 1.3285 Epoch 1/1... Discriminator Loss: 1.0219... Generator Loss: 1.0538 Epoch 1/1... Discriminator Loss: 0.8084... Generator Loss: 0.7843 Epoch 1/1... Discriminator Loss: 0.6158... Generator Loss: 0.9852 Epoch 1/1... Discriminator Loss: 1.1541... Generator Loss: 0.7080 Epoch 1/1... Discriminator Loss: 0.7929... Generator Loss: 0.9210 Epoch 1/1... Discriminator Loss: 1.2244... Generator Loss: 1.7274 Epoch 1/1... Discriminator Loss: 0.7951... Generator Loss: 1.2540 Epoch 1/1... Discriminator Loss: 1.1862... Generator Loss: 0.5551
Epoch 1/1... Discriminator Loss: 1.4966... Generator Loss: 0.4886 Epoch 1/1... Discriminator Loss: 1.7053... Generator Loss: 2.2761 Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 1.5988 Epoch 1/1... Discriminator Loss: 0.9809... Generator Loss: 0.9327 Epoch 1/1... Discriminator Loss: 1.5262... Generator Loss: 0.4438 Epoch 1/1... Discriminator Loss: 1.3545... Generator Loss: 1.6370 Epoch 1/1... Discriminator Loss: 1.0835... Generator Loss: 0.7551 Epoch 1/1... Discriminator Loss: 0.8407... Generator Loss: 1.1971 Epoch 1/1... Discriminator Loss: 0.9382... Generator Loss: 1.1884 Epoch 1/1... Discriminator Loss: 0.9087... Generator Loss: 0.9083 Epoch 1/1... Discriminator Loss: 0.9758... Generator Loss: 0.6563 Epoch 1/1... Discriminator Loss: 1.0358... Generator Loss: 0.6581 Epoch 1/1... Discriminator Loss: 1.0262... Generator Loss: 0.8381 Epoch 1/1... Discriminator Loss: 1.2248... Generator Loss: 1.6216 Epoch 1/1... Discriminator Loss: 1.0764... Generator Loss: 0.8349 Epoch 1/1... Discriminator Loss: 1.5892... Generator Loss: 0.5268 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.0187 Epoch 1/1... Discriminator Loss: 1.3507... Generator Loss: 0.9750 Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.7337 Epoch 1/1... Discriminator Loss: 1.1228... Generator Loss: 0.6424
Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 1.2414 Epoch 1/1... Discriminator Loss: 1.0976... Generator Loss: 1.1701 Epoch 1/1... Discriminator Loss: 1.1696... Generator Loss: 0.9034 Epoch 1/1... Discriminator Loss: 1.1589... Generator Loss: 0.7062 Epoch 1/1... Discriminator Loss: 1.0838... Generator Loss: 0.7073 Epoch 1/1... Discriminator Loss: 1.1569... Generator Loss: 0.7493 Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 1.0236 Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 1.3444 Epoch 1/1... Discriminator Loss: 1.8896... Generator Loss: 0.2043 Epoch 1/1... Discriminator Loss: 1.3986... Generator Loss: 0.9467 Epoch 1/1... Discriminator Loss: 1.0911... Generator Loss: 0.9353 Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.5877 Epoch 1/1... Discriminator Loss: 1.3800... Generator Loss: 1.2932 Epoch 1/1... Discriminator Loss: 1.4201... Generator Loss: 0.9353 Epoch 1/1... Discriminator Loss: 1.4195... Generator Loss: 0.7908 Epoch 1/1... Discriminator Loss: 1.4321... Generator Loss: 1.7132 Epoch 1/1... Discriminator Loss: 1.3278... Generator Loss: 0.4760 Epoch 1/1... Discriminator Loss: 1.0826... Generator Loss: 0.5498 Epoch 1/1... Discriminator Loss: 0.9487... Generator Loss: 0.9132 Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 1.1820
Epoch 1/1... Discriminator Loss: 0.8942... Generator Loss: 1.1807 Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.5955 Epoch 1/1... Discriminator Loss: 1.2229... Generator Loss: 0.5238 Epoch 1/1... Discriminator Loss: 1.1875... Generator Loss: 1.0360 Epoch 1/1... Discriminator Loss: 1.2766... Generator Loss: 0.9278 Epoch 1/1... Discriminator Loss: 1.5512... Generator Loss: 1.3489 Epoch 1/1... Discriminator Loss: 1.4848... Generator Loss: 0.5950 Epoch 1/1... Discriminator Loss: 1.4025... Generator Loss: 0.5911 Epoch 1/1... Discriminator Loss: 0.9572... Generator Loss: 1.3388 Epoch 1/1... Discriminator Loss: 0.9952... Generator Loss: 1.3586 Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 0.7789 Epoch 1/1... Discriminator Loss: 1.0984... Generator Loss: 0.8934 Epoch 1/1... Discriminator Loss: 1.2198... Generator Loss: 1.2756 Epoch 1/1... Discriminator Loss: 1.0485... Generator Loss: 0.6695 Epoch 1/1... Discriminator Loss: 1.1666... Generator Loss: 0.6290 Epoch 1/1... Discriminator Loss: 1.0817... Generator Loss: 1.0205 Epoch 1/1... Discriminator Loss: 1.1528... Generator Loss: 0.9516 Epoch 1/1... Discriminator Loss: 1.3047... Generator Loss: 0.7653 Epoch 1/1... Discriminator Loss: 1.0778... Generator Loss: 0.8416 Epoch 1/1... Discriminator Loss: 1.2548... Generator Loss: 1.0055
Epoch 1/1... Discriminator Loss: 1.0870... Generator Loss: 0.6760 Epoch 1/1... Discriminator Loss: 0.8222... Generator Loss: 0.7688 Epoch 1/1... Discriminator Loss: 0.7823... Generator Loss: 0.7922 Epoch 1/1... Discriminator Loss: 1.0548... Generator Loss: 1.2687 Epoch 1/1... Discriminator Loss: 0.9131... Generator Loss: 0.8839 Epoch 1/1... Discriminator Loss: 1.6885... Generator Loss: 0.3214 Epoch 1/1... Discriminator Loss: 1.3691... Generator Loss: 2.1574 Epoch 1/1... Discriminator Loss: 1.5211... Generator Loss: 0.3702 Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.7039 Epoch 1/1... Discriminator Loss: 1.8632... Generator Loss: 2.5632 Epoch 1/1... Discriminator Loss: 0.9470... Generator Loss: 0.7411 Epoch 1/1... Discriminator Loss: 1.8985... Generator Loss: 0.2647 Epoch 1/1... Discriminator Loss: 1.1518... Generator Loss: 1.0481 Epoch 1/1... Discriminator Loss: 1.5116... Generator Loss: 1.5571 Epoch 1/1... Discriminator Loss: 1.4056... Generator Loss: 1.1656 Epoch 1/1... Discriminator Loss: 1.2409... Generator Loss: 0.7486 Epoch 1/1... Discriminator Loss: 1.0829... Generator Loss: 0.7396 Epoch 1/1... Discriminator Loss: 0.9535... Generator Loss: 0.8385 Epoch 1/1... Discriminator Loss: 1.4338... Generator Loss: 1.1272 Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.9780
Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 0.6939 Epoch 1/1... Discriminator Loss: 1.1925... Generator Loss: 1.2540 Epoch 1/1... Discriminator Loss: 0.7692... Generator Loss: 1.0130 Epoch 1/1... Discriminator Loss: 0.9034... Generator Loss: 0.8034 Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 0.7186 Epoch 1/1... Discriminator Loss: 0.6656... Generator Loss: 1.0402 Epoch 1/1... Discriminator Loss: 0.9113... Generator Loss: 0.7620 Epoch 1/1... Discriminator Loss: 1.3050... Generator Loss: 0.8452 Epoch 1/1... Discriminator Loss: 1.1561... Generator Loss: 1.2388 Epoch 1/1... Discriminator Loss: 0.8773... Generator Loss: 0.7783 Epoch 1/1... Discriminator Loss: 1.0144... Generator Loss: 0.7766 Epoch 1/1... Discriminator Loss: 1.1817... Generator Loss: 0.6132 Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 0.7630 Epoch 1/1... Discriminator Loss: 1.1064... Generator Loss: 1.2648 Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 0.5287 Epoch 1/1... Discriminator Loss: 1.4541... Generator Loss: 1.9614 Epoch 1/1... Discriminator Loss: 1.4520... Generator Loss: 0.8502 Epoch 1/1... Discriminator Loss: 1.7537... Generator Loss: 0.3388 Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.4656 Epoch 1/1... Discriminator Loss: 1.7871... Generator Loss: 2.0655
Epoch 1/1... Discriminator Loss: 1.4462... Generator Loss: 1.6651 Epoch 1/1... Discriminator Loss: 1.3255... Generator Loss: 1.1959 Epoch 1/1... Discriminator Loss: 1.0789... Generator Loss: 0.8701 Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 0.6486 Epoch 1/1... Discriminator Loss: 1.2613... Generator Loss: 0.5684 Epoch 1/1... Discriminator Loss: 1.0077... Generator Loss: 0.7692 Epoch 1/1... Discriminator Loss: 1.0988... Generator Loss: 0.7701 Epoch 1/1... Discriminator Loss: 1.0716... Generator Loss: 1.9356 Epoch 1/1... Discriminator Loss: 0.5375... Generator Loss: 1.2848 Epoch 1/1... Discriminator Loss: 0.7426... Generator Loss: 0.9065 Epoch 1/1... Discriminator Loss: 1.0655... Generator Loss: 0.5552 Epoch 1/1... Discriminator Loss: 0.9532... Generator Loss: 0.6970 Epoch 1/1... Discriminator Loss: 1.1282... Generator Loss: 1.2789 Epoch 1/1... Discriminator Loss: 1.0688... Generator Loss: 0.7450 Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 1.2046 Epoch 1/1... Discriminator Loss: 1.2643... Generator Loss: 0.9648 Epoch 1/1... Discriminator Loss: 1.5110... Generator Loss: 0.5427 Epoch 1/1... Discriminator Loss: 1.6506... Generator Loss: 0.5684 Epoch 1/1... Discriminator Loss: 2.6599... Generator Loss: 2.4589 Epoch 1/1... Discriminator Loss: 0.9015... Generator Loss: 1.2939
Epoch 1/1... Discriminator Loss: 0.9291... Generator Loss: 0.6764 Epoch 1/1... Discriminator Loss: 1.5371... Generator Loss: 0.3854 Epoch 1/1... Discriminator Loss: 1.3356... Generator Loss: 0.5129 Epoch 1/1... Discriminator Loss: 1.2534... Generator Loss: 1.1405 Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 1.2472 Epoch 1/1... Discriminator Loss: 1.2397... Generator Loss: 0.5384 Epoch 1/1... Discriminator Loss: 1.3387... Generator Loss: 0.5350 Epoch 1/1... Discriminator Loss: 1.4703... Generator Loss: 2.3345 Epoch 1/1... Discriminator Loss: 0.6715... Generator Loss: 1.5657 Epoch 1/1... Discriminator Loss: 0.9078... Generator Loss: 0.6427 Epoch 1/1... Discriminator Loss: 2.0146... Generator Loss: 0.2226 Epoch 1/1... Discriminator Loss: 1.6169... Generator Loss: 0.4471 Epoch 1/1... Discriminator Loss: 1.4846... Generator Loss: 2.5120 Epoch 1/1... Discriminator Loss: 1.1472... Generator Loss: 1.3875 Epoch 1/1... Discriminator Loss: 1.5965... Generator Loss: 0.5682 Epoch 1/1... Discriminator Loss: 1.2337... Generator Loss: 1.1106 Epoch 1/1... Discriminator Loss: 1.0624... Generator Loss: 1.0009 Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.8715 Epoch 1/1... Discriminator Loss: 1.2894... Generator Loss: 1.0089 Epoch 1/1... Discriminator Loss: 1.4034... Generator Loss: 0.8087
Epoch 1/1... Discriminator Loss: 1.0095... Generator Loss: 0.8632 Epoch 1/1... Discriminator Loss: 1.0182... Generator Loss: 1.1832 Epoch 1/1... Discriminator Loss: 1.0146... Generator Loss: 0.8453 Epoch 1/1... Discriminator Loss: 1.2186... Generator Loss: 0.7981 Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 0.6645 Epoch 1/1... Discriminator Loss: 0.9162... Generator Loss: 1.0528 Epoch 1/1... Discriminator Loss: 1.0261... Generator Loss: 1.2280 Epoch 1/1... Discriminator Loss: 1.1600... Generator Loss: 1.1036 Epoch 1/1... Discriminator Loss: 1.4175... Generator Loss: 0.5475 Epoch 1/1... Discriminator Loss: 1.2520... Generator Loss: 0.8796 Epoch 1/1... Discriminator Loss: 1.1064... Generator Loss: 0.8792 Epoch 1/1... Discriminator Loss: 0.9335... Generator Loss: 1.4037 Epoch 1/1... Discriminator Loss: 0.9895... Generator Loss: 1.1724 Epoch 1/1... Discriminator Loss: 0.8397... Generator Loss: 0.9357 Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 0.7409 Epoch 1/1... Discriminator Loss: 1.0854... Generator Loss: 0.9455 Epoch 1/1... Discriminator Loss: 1.3148... Generator Loss: 0.9925 Epoch 1/1... Discriminator Loss: 1.1681... Generator Loss: 0.6430 Epoch 1/1... Discriminator Loss: 1.0962... Generator Loss: 0.6597 Epoch 1/1... Discriminator Loss: 1.4280... Generator Loss: 1.9808
Epoch 1/1... Discriminator Loss: 0.9764... Generator Loss: 1.6888 Epoch 1/1... Discriminator Loss: 1.0362... Generator Loss: 0.5019 Epoch 1/1... Discriminator Loss: 1.2389... Generator Loss: 0.4846 Epoch 1/1... Discriminator Loss: 1.5690... Generator Loss: 0.3989 Epoch 1/1... Discriminator Loss: 1.6309... Generator Loss: 2.0959 Epoch 1/1... Discriminator Loss: 1.5391... Generator Loss: 1.6618 Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 0.8868 Epoch 1/1... Discriminator Loss: 1.2701... Generator Loss: 0.4861 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.6684 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.9017 Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 1.0684 Epoch 1/1... Discriminator Loss: 1.3335... Generator Loss: 1.0728 Epoch 1/1... Discriminator Loss: 0.9648... Generator Loss: 0.9574 Epoch 1/1... Discriminator Loss: 0.8542... Generator Loss: 0.9017 Epoch 1/1... Discriminator Loss: 0.9031... Generator Loss: 0.8688 Epoch 1/1... Discriminator Loss: 0.8440... Generator Loss: 0.8583 Epoch 1/1... Discriminator Loss: 0.9135... Generator Loss: 1.2934 Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 1.1531 Epoch 1/1... Discriminator Loss: 1.2254... Generator Loss: 0.7592 Epoch 1/1... Discriminator Loss: 1.2946... Generator Loss: 1.0334
Epoch 1/1... Discriminator Loss: 1.0262... Generator Loss: 0.6021 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 0.5230 Epoch 1/1... Discriminator Loss: 1.0593... Generator Loss: 1.0560 Epoch 1/1... Discriminator Loss: 1.0659... Generator Loss: 1.0752 Epoch 1/1... Discriminator Loss: 1.2006... Generator Loss: 0.7771 Epoch 1/1... Discriminator Loss: 1.0629... Generator Loss: 0.9233 Epoch 1/1... Discriminator Loss: 1.4406... Generator Loss: 1.1544 Epoch 1/1... Discriminator Loss: 1.4898... Generator Loss: 0.9798 Epoch 1/1... Discriminator Loss: 1.5243... Generator Loss: 0.7795 Epoch 1/1... Discriminator Loss: 1.3958... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.1908... Generator Loss: 1.1682 Epoch 1/1... Discriminator Loss: 0.9487... Generator Loss: 0.8689 Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.6704 Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.8954 Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 0.8715 Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 0.8060 Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 0.7268 Epoch 1/1... Discriminator Loss: 1.0268... Generator Loss: 1.5976 Epoch 1/1... Discriminator Loss: 1.2850... Generator Loss: 0.3938 Epoch 1/1... Discriminator Loss: 1.3188... Generator Loss: 0.4905
Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.0039 Epoch 1/1... Discriminator Loss: 1.4999... Generator Loss: 1.8736 Epoch 1/1... Discriminator Loss: 0.7111... Generator Loss: 1.6201 Epoch 1/1... Discriminator Loss: 1.0632... Generator Loss: 0.7015 Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 0.6183 Epoch 1/1... Discriminator Loss: 1.3024... Generator Loss: 0.6537 Epoch 1/1... Discriminator Loss: 1.1806... Generator Loss: 0.9812 Epoch 1/1... Discriminator Loss: 1.0951... Generator Loss: 1.6247 Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.9075 Epoch 1/1... Discriminator Loss: 0.9633... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.0040... Generator Loss: 0.7181 Epoch 1/1... Discriminator Loss: 0.8959... Generator Loss: 1.2204 Epoch 1/1... Discriminator Loss: 1.4609... Generator Loss: 1.3707 Epoch 1/1... Discriminator Loss: 1.2858... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 1.4665... Generator Loss: 0.4763 Epoch 1/1... Discriminator Loss: 0.7883... Generator Loss: 1.0728 Epoch 1/1... Discriminator Loss: 0.8130... Generator Loss: 1.4404 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.5845 Epoch 1/1... Discriminator Loss: 0.9968... Generator Loss: 0.7435 Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 2.1685
Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 0.5910 Epoch 1/1... Discriminator Loss: 1.6888... Generator Loss: 0.5501 Epoch 1/1... Discriminator Loss: 1.2418... Generator Loss: 1.4720 Epoch 1/1... Discriminator Loss: 1.4785... Generator Loss: 0.4433 Epoch 1/1... Discriminator Loss: 1.6533... Generator Loss: 1.4754 Epoch 1/1... Discriminator Loss: 1.4191... Generator Loss: 0.5381 Epoch 1/1... Discriminator Loss: 1.2776... Generator Loss: 0.5294 Epoch 1/1... Discriminator Loss: 1.1112... Generator Loss: 1.3435 Epoch 1/1... Discriminator Loss: 0.8710... Generator Loss: 1.1777 Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 0.8405 Epoch 1/1... Discriminator Loss: 0.9655... Generator Loss: 0.7074 Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 0.6812 Epoch 1/1... Discriminator Loss: 1.1890... Generator Loss: 0.8875 Epoch 1/1... Discriminator Loss: 1.0292... Generator Loss: 0.9939 Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 1.0599 Epoch 1/1... Discriminator Loss: 1.3258... Generator Loss: 0.4885 Epoch 1/1... Discriminator Loss: 0.9133... Generator Loss: 1.6686 Epoch 1/1... Discriminator Loss: 1.0686... Generator Loss: 0.9080 Epoch 1/1... Discriminator Loss: 1.3170... Generator Loss: 0.5209 Epoch 1/1... Discriminator Loss: 1.3526... Generator Loss: 0.8543
Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 0.8437 Epoch 1/1... Discriminator Loss: 1.1169... Generator Loss: 1.1400 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.6389 Epoch 1/1... Discriminator Loss: 1.5768... Generator Loss: 0.4662 Epoch 1/1... Discriminator Loss: 1.7039... Generator Loss: 2.1522 Epoch 1/1... Discriminator Loss: 1.4218... Generator Loss: 0.5548 Epoch 1/1... Discriminator Loss: 1.0386... Generator Loss: 0.5649 Epoch 1/1... Discriminator Loss: 1.0850... Generator Loss: 0.6723 Epoch 1/1... Discriminator Loss: 1.1701... Generator Loss: 0.8760 Epoch 1/1... Discriminator Loss: 1.1876... Generator Loss: 1.0526 Epoch 1/1... Discriminator Loss: 1.0866... Generator Loss: 0.8935 Epoch 1/1... Discriminator Loss: 1.6352... Generator Loss: 1.6041 Epoch 1/1... Discriminator Loss: 0.6837... Generator Loss: 0.9974 Epoch 1/1... Discriminator Loss: 0.9521... Generator Loss: 0.6117 Epoch 1/1... Discriminator Loss: 0.9346... Generator Loss: 0.7382 Epoch 1/1... Discriminator Loss: 0.9229... Generator Loss: 0.9000 Epoch 1/1... Discriminator Loss: 1.1520... Generator Loss: 1.3433 Epoch 1/1... Discriminator Loss: 1.1050... Generator Loss: 0.9660 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.6309 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 1.2549
Epoch 1/1... Discriminator Loss: 1.2983... Generator Loss: 0.9882 Epoch 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.9540 Epoch 1/1... Discriminator Loss: 1.4200... Generator Loss: 1.4716 Epoch 1/1... Discriminator Loss: 1.3382... Generator Loss: 0.5145 Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 0.6181 Epoch 1/1... Discriminator Loss: 1.1577... Generator Loss: 0.9678 Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 0.9302 Epoch 1/1... Discriminator Loss: 1.3341... Generator Loss: 0.7907 Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 1.6062 Epoch 1/1... Discriminator Loss: 0.9289... Generator Loss: 0.7303 Epoch 1/1... Discriminator Loss: 1.5572... Generator Loss: 0.3947 Epoch 1/1... Discriminator Loss: 0.9593... Generator Loss: 1.3670 Epoch 1/1... Discriminator Loss: 1.0083... Generator Loss: 1.0597 Epoch 1/1... Discriminator Loss: 1.1512... Generator Loss: 0.8437 Epoch 1/1... Discriminator Loss: 1.1962... Generator Loss: 0.8427 Epoch 1/1... Discriminator Loss: 1.1378... Generator Loss: 1.6137 Epoch 1/1... Discriminator Loss: 0.7975... Generator Loss: 1.0286 Epoch 1/1... Discriminator Loss: 1.6628... Generator Loss: 0.3384 Epoch 1/1... Discriminator Loss: 0.9654... Generator Loss: 1.8957 Epoch 1/1... Discriminator Loss: 1.4108... Generator Loss: 0.4693
Epoch 1/1... Discriminator Loss: 1.1897... Generator Loss: 1.6059 Epoch 1/1... Discriminator Loss: 1.2147... Generator Loss: 0.8903 Epoch 1/1... Discriminator Loss: 1.1311... Generator Loss: 1.7462 Epoch 1/1... Discriminator Loss: 1.1767... Generator Loss: 1.4143 Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 0.8513 Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 0.7483 Epoch 1/1... Discriminator Loss: 0.6925... Generator Loss: 1.1332 Epoch 1/1... Discriminator Loss: 0.8273... Generator Loss: 1.6508 Epoch 1/1... Discriminator Loss: 0.8428... Generator Loss: 1.0838 Epoch 1/1... Discriminator Loss: 1.0191... Generator Loss: 0.7150 Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 0.9941 Epoch 1/1... Discriminator Loss: 1.1676... Generator Loss: 1.1923 Epoch 1/1... Discriminator Loss: 1.5090... Generator Loss: 0.4055 Epoch 1/1... Discriminator Loss: 2.5340... Generator Loss: 2.6849 Epoch 1/1... Discriminator Loss: 0.9360... Generator Loss: 0.8216 Epoch 1/1... Discriminator Loss: 1.2888... Generator Loss: 0.3816 Epoch 1/1... Discriminator Loss: 0.6976... Generator Loss: 1.0342 Epoch 1/1... Discriminator Loss: 1.0536... Generator Loss: 1.0774 Epoch 1/1... Discriminator Loss: 0.8850... Generator Loss: 0.8737 Epoch 1/1... Discriminator Loss: 1.1458... Generator Loss: 1.0377
Epoch 1/1... Discriminator Loss: 1.4356... Generator Loss: 1.5060 Epoch 1/1... Discriminator Loss: 1.3111... Generator Loss: 1.1074 Epoch 1/1... Discriminator Loss: 1.2815... Generator Loss: 0.4703 Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.4679 Epoch 1/1... Discriminator Loss: 1.2358... Generator Loss: 0.7194 Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 0.9588 Epoch 1/1... Discriminator Loss: 1.4106... Generator Loss: 1.4132 Epoch 1/1... Discriminator Loss: 1.2463... Generator Loss: 0.6106 Epoch 1/1... Discriminator Loss: 1.1900... Generator Loss: 0.5942 Epoch 1/1... Discriminator Loss: 1.2740... Generator Loss: 1.8145 Epoch 1/1... Discriminator Loss: 1.2031... Generator Loss: 1.1494 Epoch 1/1... Discriminator Loss: 1.6625... Generator Loss: 0.4062 Epoch 1/1... Discriminator Loss: 1.2368... Generator Loss: 1.5705 Epoch 1/1... Discriminator Loss: 0.9371... Generator Loss: 1.3522 Epoch 1/1... Discriminator Loss: 1.0442... Generator Loss: 0.8198 Epoch 1/1... Discriminator Loss: 0.8048... Generator Loss: 0.8268 Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 0.7957 Epoch 1/1... Discriminator Loss: 1.1843... Generator Loss: 0.8527 Epoch 1/1... Discriminator Loss: 1.2912... Generator Loss: 0.9533 Epoch 1/1... Discriminator Loss: 0.9730... Generator Loss: 1.0357
Epoch 1/1... Discriminator Loss: 1.3181... Generator Loss: 0.6958 Epoch 1/1... Discriminator Loss: 1.1153... Generator Loss: 0.9224 Epoch 1/1... Discriminator Loss: 1.1348... Generator Loss: 0.6316 Epoch 1/1... Discriminator Loss: 1.3225... Generator Loss: 1.7457 Epoch 1/1... Discriminator Loss: 1.2383... Generator Loss: 0.5911 Epoch 1/1... Discriminator Loss: 1.4648... Generator Loss: 0.8312 Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 1.5646 Epoch 1/1... Discriminator Loss: 0.7597... Generator Loss: 1.0811 Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 0.6239 Epoch 1/1... Discriminator Loss: 1.2500... Generator Loss: 0.4797 Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 0.6526 Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.9067 Epoch 1/1... Discriminator Loss: 1.3914... Generator Loss: 1.6264 Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 1.3065 Epoch 1/1... Discriminator Loss: 1.2203... Generator Loss: 0.6395 Epoch 1/1... Discriminator Loss: 1.4728... Generator Loss: 0.5282 Epoch 1/1... Discriminator Loss: 1.0478... Generator Loss: 1.0465 Epoch 1/1... Discriminator Loss: 0.8840... Generator Loss: 1.2022 Epoch 1/1... Discriminator Loss: 1.2426... Generator Loss: 1.2338 Epoch 1/1... Discriminator Loss: 1.0058... Generator Loss: 1.0710
Epoch 1/1... Discriminator Loss: 1.0059... Generator Loss: 0.6454 Epoch 1/1... Discriminator Loss: 1.2132... Generator Loss: 0.8377 Epoch 1/1... Discriminator Loss: 0.9565... Generator Loss: 1.0408 Epoch 1/1... Discriminator Loss: 0.9580... Generator Loss: 1.0677 Epoch 1/1... Discriminator Loss: 0.9449... Generator Loss: 1.1099 Epoch 1/1... Discriminator Loss: 1.1140... Generator Loss: 0.7041 Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.9255 Epoch 1/1... Discriminator Loss: 1.0734... Generator Loss: 1.0269 Epoch 1/1... Discriminator Loss: 1.2922... Generator Loss: 0.5656 Epoch 1/1... Discriminator Loss: 1.1901... Generator Loss: 0.6192 Epoch 1/1... Discriminator Loss: 1.0685... Generator Loss: 0.6841 Epoch 1/1... Discriminator Loss: 1.3965... Generator Loss: 1.3906 Epoch 1/1... Discriminator Loss: 1.1593... Generator Loss: 0.8004 Epoch 1/1... Discriminator Loss: 1.4400... Generator Loss: 1.6164 Epoch 1/1... Discriminator Loss: 1.0561... Generator Loss: 0.7003 Epoch 1/1... Discriminator Loss: 1.5423... Generator Loss: 0.3245 Epoch 1/1... Discriminator Loss: 1.6269... Generator Loss: 0.6221 Epoch 1/1... Discriminator Loss: 1.5498... Generator Loss: 1.1869 Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 0.9489 Epoch 1/1... Discriminator Loss: 1.1841... Generator Loss: 1.1792
Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 1.0877 Epoch 1/1... Discriminator Loss: 1.0680... Generator Loss: 0.6504 Epoch 1/1... Discriminator Loss: 1.1233... Generator Loss: 1.0229 Epoch 1/1... Discriminator Loss: 1.0304... Generator Loss: 1.2306 Epoch 1/1... Discriminator Loss: 0.8653... Generator Loss: 0.8543 Epoch 1/1... Discriminator Loss: 1.0447... Generator Loss: 0.6195 Epoch 1/1... Discriminator Loss: 0.9285... Generator Loss: 0.9739 Epoch 1/1... Discriminator Loss: 1.3125... Generator Loss: 0.8709 Epoch 1/1... Discriminator Loss: 1.1659... Generator Loss: 1.5509 Epoch 1/1... Discriminator Loss: 1.3295... Generator Loss: 0.4411 Epoch 1/1... Discriminator Loss: 1.1897... Generator Loss: 0.7996 Epoch 1/1... Discriminator Loss: 0.9927... Generator Loss: 1.0060 Epoch 1/1... Discriminator Loss: 1.0191... Generator Loss: 0.7685 Epoch 1/1... Discriminator Loss: 1.1635... Generator Loss: 1.4881 Epoch 1/1... Discriminator Loss: 1.1791... Generator Loss: 1.2247 Epoch 1/1... Discriminator Loss: 1.1530... Generator Loss: 0.5553 Epoch 1/1... Discriminator Loss: 1.0099... Generator Loss: 0.8625 Epoch 1/1... Discriminator Loss: 1.1811... Generator Loss: 1.4745 Epoch 1/1... Discriminator Loss: 0.7912... Generator Loss: 1.2411 Epoch 1/1... Discriminator Loss: 1.2659... Generator Loss: 0.5620
Epoch 1/1... Discriminator Loss: 1.1928... Generator Loss: 0.7883 Epoch 1/1... Discriminator Loss: 1.0461... Generator Loss: 1.3408 Epoch 1/1... Discriminator Loss: 1.4432... Generator Loss: 1.0251 Epoch 1/1... Discriminator Loss: 1.3880... Generator Loss: 0.5224 Epoch 1/1... Discriminator Loss: 1.0793... Generator Loss: 1.2399 Epoch 1/1... Discriminator Loss: 0.5946... Generator Loss: 1.0667 Epoch 1/1... Discriminator Loss: 1.0765... Generator Loss: 0.7111 Epoch 1/1... Discriminator Loss: 0.8840... Generator Loss: 1.0448 Epoch 1/1... Discriminator Loss: 1.2945... Generator Loss: 1.7137 Epoch 1/1... Discriminator Loss: 0.9762... Generator Loss: 0.9634 Epoch 1/1... Discriminator Loss: 1.1431... Generator Loss: 0.5349 Epoch 1/1... Discriminator Loss: 1.0924... Generator Loss: 0.6749 Epoch 1/1... Discriminator Loss: 1.5722... Generator Loss: 2.0226 Epoch 1/1... Discriminator Loss: 1.3412... Generator Loss: 1.1482 Epoch 1/1... Discriminator Loss: 1.5261... Generator Loss: 0.3853 Epoch 1/1... Discriminator Loss: 1.0579... Generator Loss: 0.6443 Epoch 1/1... Discriminator Loss: 1.1063... Generator Loss: 1.5427 Epoch 1/1... Discriminator Loss: 0.8112... Generator Loss: 1.0973 Epoch 1/1... Discriminator Loss: 1.1693... Generator Loss: 0.5670 Epoch 1/1... Discriminator Loss: 1.2231... Generator Loss: 2.3574
Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 0.9391 Epoch 1/1... Discriminator Loss: 1.7835... Generator Loss: 0.2896 Epoch 1/1... Discriminator Loss: 1.5092... Generator Loss: 2.4581 Epoch 1/1... Discriminator Loss: 0.7525... Generator Loss: 1.6707 Epoch 1/1... Discriminator Loss: 0.9811... Generator Loss: 0.5797 Epoch 1/1... Discriminator Loss: 1.5576... Generator Loss: 0.3195 Epoch 1/1... Discriminator Loss: 0.9602... Generator Loss: 1.1892 Epoch 1/1... Discriminator Loss: 1.3325... Generator Loss: 1.5673 Epoch 1/1... Discriminator Loss: 1.1918... Generator Loss: 0.8991 Epoch 1/1... Discriminator Loss: 1.7706... Generator Loss: 0.3143 Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 1.4122 Epoch 1/1... Discriminator Loss: 0.7487... Generator Loss: 1.1074 Epoch 1/1... Discriminator Loss: 0.8957... Generator Loss: 0.9186 Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 0.5950 Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 1.0767 Epoch 1/1... Discriminator Loss: 1.2650... Generator Loss: 1.7584 Epoch 1/1... Discriminator Loss: 0.9330... Generator Loss: 0.9463 Epoch 1/1... Discriminator Loss: 1.7265... Generator Loss: 0.2575 Epoch 1/1... Discriminator Loss: 1.6543... Generator Loss: 0.4225 Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 1.0605
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 1.1373 Epoch 1/1... Discriminator Loss: 1.2274... Generator Loss: 0.6246 Epoch 1/1... Discriminator Loss: 1.1331... Generator Loss: 0.9322 Epoch 1/1... Discriminator Loss: 1.2202... Generator Loss: 0.7373 Epoch 1/1... Discriminator Loss: 1.3230... Generator Loss: 1.7264 Epoch 1/1... Discriminator Loss: 0.8671... Generator Loss: 0.8313 Epoch 1/1... Discriminator Loss: 1.2632... Generator Loss: 0.5902 Epoch 1/1... Discriminator Loss: 1.5300... Generator Loss: 0.7490 Epoch 1/1... Discriminator Loss: 1.0732... Generator Loss: 1.1119 Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 1.4884 Epoch 1/1... Discriminator Loss: 1.2766... Generator Loss: 1.0542 Epoch 1/1... Discriminator Loss: 1.4636... Generator Loss: 0.5251 Epoch 1/1... Discriminator Loss: 1.2794... Generator Loss: 0.6467 Epoch 1/1... Discriminator Loss: 1.1523... Generator Loss: 0.9417 Epoch 1/1... Discriminator Loss: 1.2212... Generator Loss: 1.1897 Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.8395 Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.5792 Epoch 1/1... Discriminator Loss: 1.2800... Generator Loss: 1.6356 Epoch 1/1... Discriminator Loss: 0.9482... Generator Loss: 0.9420 Epoch 1/1... Discriminator Loss: 1.0662... Generator Loss: 0.7154
Epoch 1/1... Discriminator Loss: 0.9253... Generator Loss: 0.8116 Epoch 1/1... Discriminator Loss: 0.8475... Generator Loss: 1.2665 Epoch 1/1... Discriminator Loss: 0.8674... Generator Loss: 1.2716 Epoch 1/1... Discriminator Loss: 0.9118... Generator Loss: 0.9557 Epoch 1/1... Discriminator Loss: 0.6726... Generator Loss: 0.8739 Epoch 1/1... Discriminator Loss: 1.2594... Generator Loss: 1.2436 Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 1.0461 Epoch 1/1... Discriminator Loss: 1.3276... Generator Loss: 0.5490 Epoch 1/1... Discriminator Loss: 1.1392... Generator Loss: 1.1567 Epoch 1/1... Discriminator Loss: 1.3095... Generator Loss: 1.0072 Epoch 1/1... Discriminator Loss: 1.4868... Generator Loss: 0.7696 Epoch 1/1... Discriminator Loss: 1.0375... Generator Loss: 0.6092 Epoch 1/1... Discriminator Loss: 0.9610... Generator Loss: 1.3368 Epoch 1/1... Discriminator Loss: 0.9016... Generator Loss: 1.1342 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 0.6750 Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 0.4371 Epoch 1/1... Discriminator Loss: 1.2654... Generator Loss: 1.4501 Epoch 1/1... Discriminator Loss: 1.1602... Generator Loss: 0.9547 Epoch 1/1... Discriminator Loss: 1.4472... Generator Loss: 0.5256 Epoch 1/1... Discriminator Loss: 1.8369... Generator Loss: 2.5213
Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 1.5796 Epoch 1/1... Discriminator Loss: 0.8102... Generator Loss: 0.8982 Epoch 1/1... Discriminator Loss: 0.8439... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 1.1241... Generator Loss: 0.5663 Epoch 1/1... Discriminator Loss: 1.1852... Generator Loss: 0.6185 Epoch 1/1... Discriminator Loss: 1.0097... Generator Loss: 1.0423 Epoch 1/1... Discriminator Loss: 1.1370... Generator Loss: 1.2224 Epoch 1/1... Discriminator Loss: 0.9488... Generator Loss: 1.2114 Epoch 1/1... Discriminator Loss: 1.2219... Generator Loss: 2.6867 Epoch 1/1... Discriminator Loss: 0.9631... Generator Loss: 1.2351 Epoch 1/1... Discriminator Loss: 1.7679... Generator Loss: 0.3047 Epoch 1/1... Discriminator Loss: 1.1313... Generator Loss: 0.9401 Epoch 1/1... Discriminator Loss: 0.8630... Generator Loss: 1.3958 Epoch 1/1... Discriminator Loss: 0.9631... Generator Loss: 1.1855 Epoch 1/1... Discriminator Loss: 1.1591... Generator Loss: 1.1793 Epoch 1/1... Discriminator Loss: 0.8197... Generator Loss: 1.0591 Epoch 1/1... Discriminator Loss: 0.7105... Generator Loss: 0.8859 Epoch 1/1... Discriminator Loss: 0.8143... Generator Loss: 0.7900 Epoch 1/1... Discriminator Loss: 0.6557... Generator Loss: 0.9990 Epoch 1/1... Discriminator Loss: 1.0661... Generator Loss: 1.1284
Epoch 1/1... Discriminator Loss: 0.6092... Generator Loss: 1.0059 Epoch 1/1... Discriminator Loss: 0.9210... Generator Loss: 0.8057 Epoch 1/1... Discriminator Loss: 1.0675... Generator Loss: 1.0523 Epoch 1/1... Discriminator Loss: 1.0205... Generator Loss: 1.6920 Epoch 1/1... Discriminator Loss: 1.1816... Generator Loss: 0.4869 Epoch 1/1... Discriminator Loss: 0.9188... Generator Loss: 1.1764 Epoch 1/1... Discriminator Loss: 0.8826... Generator Loss: 1.0235 Epoch 1/1... Discriminator Loss: 1.2805... Generator Loss: 0.6314 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 0.6378 Epoch 1/1... Discriminator Loss: 2.0147... Generator Loss: 2.2268 Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 0.6502 Epoch 1/1... Discriminator Loss: 1.4637... Generator Loss: 0.3929 Epoch 1/1... Discriminator Loss: 0.8971... Generator Loss: 0.9903 Epoch 1/1... Discriminator Loss: 1.3325... Generator Loss: 1.5683 Epoch 1/1... Discriminator Loss: 1.3903... Generator Loss: 0.3805 Epoch 1/1... Discriminator Loss: 1.2652... Generator Loss: 1.2990 Epoch 1/1... Discriminator Loss: 1.0948... Generator Loss: 1.2389 Epoch 1/1... Discriminator Loss: 1.0231... Generator Loss: 0.7454 Epoch 1/1... Discriminator Loss: 1.3847... Generator Loss: 0.5512 Epoch 1/1... Discriminator Loss: 1.2242... Generator Loss: 0.6929
Epoch 1/1... Discriminator Loss: 1.8037... Generator Loss: 2.5066 Epoch 1/1... Discriminator Loss: 1.2999... Generator Loss: 0.8637 Epoch 1/1... Discriminator Loss: 1.6105... Generator Loss: 0.3829 Epoch 1/1... Discriminator Loss: 1.2498... Generator Loss: 0.8593 Epoch 1/1... Discriminator Loss: 1.1274... Generator Loss: 0.9630 Epoch 1/1... Discriminator Loss: 1.0964... Generator Loss: 1.1913 Epoch 1/1... Discriminator Loss: 1.1892... Generator Loss: 0.7159 Epoch 1/1... Discriminator Loss: 1.2446... Generator Loss: 0.7441 Epoch 1/1... Discriminator Loss: 1.3095... Generator Loss: 0.7398 Epoch 1/1... Discriminator Loss: 1.0443... Generator Loss: 1.0861 Epoch 1/1... Discriminator Loss: 1.2333... Generator Loss: 0.8909 Epoch 1/1... Discriminator Loss: 1.4390... Generator Loss: 0.7975 Epoch 1/1... Discriminator Loss: 1.3110... Generator Loss: 0.6267 Epoch 1/1... Discriminator Loss: 1.3167... Generator Loss: 1.0330 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 1.5035 Epoch 1/1... Discriminator Loss: 1.0580... Generator Loss: 1.0114 Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 0.8538 Epoch 1/1... Discriminator Loss: 0.9824... Generator Loss: 0.8492 Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 0.8606 Epoch 1/1... Discriminator Loss: 1.0658... Generator Loss: 1.0969
Epoch 1/1... Discriminator Loss: 1.2806... Generator Loss: 0.4557 Epoch 1/1... Discriminator Loss: 1.3244... Generator Loss: 2.2670 Epoch 1/1... Discriminator Loss: 1.1553... Generator Loss: 1.2009 Epoch 1/1... Discriminator Loss: 1.1582... Generator Loss: 0.5594 Epoch 1/1... Discriminator Loss: 0.8681... Generator Loss: 0.7320 Epoch 1/1... Discriminator Loss: 0.7485... Generator Loss: 1.1171 Epoch 1/1... Discriminator Loss: 0.6582... Generator Loss: 1.0542 Epoch 1/1... Discriminator Loss: 1.0100... Generator Loss: 0.8345 Epoch 1/1... Discriminator Loss: 0.9875... Generator Loss: 1.0412 Epoch 1/1... Discriminator Loss: 1.0682... Generator Loss: 0.9950 Epoch 1/1... Discriminator Loss: 1.3444... Generator Loss: 0.7378 Epoch 1/1... Discriminator Loss: 1.3887... Generator Loss: 1.1078 Epoch 1/1... Discriminator Loss: 1.1141... Generator Loss: 1.2424 Epoch 1/1... Discriminator Loss: 1.4355... Generator Loss: 0.4053 Epoch 1/1... Discriminator Loss: 0.9144... Generator Loss: 1.0513 Epoch 1/1... Discriminator Loss: 1.4475... Generator Loss: 2.4835 Epoch 1/1... Discriminator Loss: 0.7774... Generator Loss: 0.7798 Epoch 1/1... Discriminator Loss: 2.2584... Generator Loss: 0.2035 Epoch 1/1... Discriminator Loss: 1.3322... Generator Loss: 0.8159 Epoch 1/1... Discriminator Loss: 1.1130... Generator Loss: 1.2550
Epoch 1/1... Discriminator Loss: 0.9553... Generator Loss: 1.1660 Epoch 1/1... Discriminator Loss: 1.4060... Generator Loss: 0.7102 Epoch 1/1... Discriminator Loss: 0.9654... Generator Loss: 0.7477 Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 0.9599 Epoch 1/1... Discriminator Loss: 1.0832... Generator Loss: 1.2077 Epoch 1/1... Discriminator Loss: 1.5597... Generator Loss: 1.3263 Epoch 1/1... Discriminator Loss: 1.4559... Generator Loss: 0.6293 Epoch 1/1... Discriminator Loss: 0.8844... Generator Loss: 0.8302 Epoch 1/1... Discriminator Loss: 0.9559... Generator Loss: 1.0832 Epoch 1/1... Discriminator Loss: 1.1130... Generator Loss: 0.8518 Epoch 1/1... Discriminator Loss: 0.9164... Generator Loss: 1.1935 Epoch 1/1... Discriminator Loss: 1.0009... Generator Loss: 0.8510 Epoch 1/1... Discriminator Loss: 0.9940... Generator Loss: 0.9274 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 0.7475 Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.9184 Epoch 1/1... Discriminator Loss: 1.1420... Generator Loss: 1.5115 Epoch 1/1... Discriminator Loss: 1.0976... Generator Loss: 1.0643 Epoch 1/1... Discriminator Loss: 1.1633... Generator Loss: 0.7186 Epoch 1/1... Discriminator Loss: 1.3117... Generator Loss: 0.8422 Epoch 1/1... Discriminator Loss: 1.2099... Generator Loss: 1.0012
Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 1.0119 Epoch 1/1... Discriminator Loss: 0.9908... Generator Loss: 1.2005 Epoch 1/1... Discriminator Loss: 1.0415... Generator Loss: 0.9706 Epoch 1/1... Discriminator Loss: 0.8447... Generator Loss: 0.9211 Epoch 1/1... Discriminator Loss: 0.8619... Generator Loss: 0.8785 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 1.2631 Epoch 1/1... Discriminator Loss: 1.3284... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 1.3158... Generator Loss: 0.6380 Epoch 1/1... Discriminator Loss: 1.1558... Generator Loss: 0.8850 Epoch 1/1... Discriminator Loss: 1.0501... Generator Loss: 0.8235 Epoch 1/1... Discriminator Loss: 0.7646... Generator Loss: 1.0025 Epoch 1/1... Discriminator Loss: 1.4060... Generator Loss: 2.0349 Epoch 1/1... Discriminator Loss: 0.5706... Generator Loss: 1.0072 Epoch 1/1... Discriminator Loss: 0.6144... Generator Loss: 0.9216 Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 0.6502 Epoch 1/1... Discriminator Loss: 0.9679... Generator Loss: 0.7751 Epoch 1/1... Discriminator Loss: 1.3082... Generator Loss: 0.7672 Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 0.6795 Epoch 1/1... Discriminator Loss: 1.2523... Generator Loss: 1.4691 Epoch 1/1... Discriminator Loss: 1.6106... Generator Loss: 0.4450
Epoch 1/1... Discriminator Loss: 2.2785... Generator Loss: 3.0210 Epoch 1/1... Discriminator Loss: 1.0175... Generator Loss: 0.8402 Epoch 1/1... Discriminator Loss: 1.1883... Generator Loss: 1.0737 Epoch 1/1... Discriminator Loss: 1.3340... Generator Loss: 1.1784 Epoch 1/1... Discriminator Loss: 1.0187... Generator Loss: 0.7066 Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 1.0655 Epoch 1/1... Discriminator Loss: 1.0952... Generator Loss: 0.8605 Epoch 1/1... Discriminator Loss: 1.1467... Generator Loss: 0.7618 Epoch 1/1... Discriminator Loss: 1.0619... Generator Loss: 1.1824 Epoch 1/1... Discriminator Loss: 1.1210... Generator Loss: 0.8878 Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 0.9799 Epoch 1/1... Discriminator Loss: 1.0977... Generator Loss: 0.8647 Epoch 1/1... Discriminator Loss: 1.2509... Generator Loss: 0.5162 Epoch 1/1... Discriminator Loss: 1.4487... Generator Loss: 0.7821 Epoch 1/1... Discriminator Loss: 1.2437... Generator Loss: 0.9333 Epoch 1/1... Discriminator Loss: 1.1884... Generator Loss: 1.0235 Epoch 1/1... Discriminator Loss: 0.9749... Generator Loss: 0.8460 Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 1.0516 Epoch 1/1... Discriminator Loss: 0.8575... Generator Loss: 1.0474 Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 0.6221
Epoch 1/1... Discriminator Loss: 1.2812... Generator Loss: 1.1635 Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 1.6271 Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 0.4032 Epoch 1/1... Discriminator Loss: 1.0964... Generator Loss: 0.8129 Epoch 1/1... Discriminator Loss: 0.8401... Generator Loss: 1.2288 Epoch 1/1... Discriminator Loss: 1.0196... Generator Loss: 0.8876 Epoch 1/1... Discriminator Loss: 1.3011... Generator Loss: 0.7063 Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 1.0938 Epoch 1/1... Discriminator Loss: 1.1290... Generator Loss: 1.0602 Epoch 1/1... Discriminator Loss: 2.2986... Generator Loss: 0.1515 Epoch 1/1... Discriminator Loss: 1.0886... Generator Loss: 0.7849 Epoch 1/1... Discriminator Loss: 1.4809... Generator Loss: 0.8990 Epoch 1/1... Discriminator Loss: 1.7905... Generator Loss: 1.8759 Epoch 1/1... Discriminator Loss: 1.8042... Generator Loss: 0.3495 Epoch 1/1... Discriminator Loss: 1.4433... Generator Loss: 1.1347 Epoch 1/1... Discriminator Loss: 1.2255... Generator Loss: 1.0033 Epoch 1/1... Discriminator Loss: 1.4584... Generator Loss: 0.6033 Epoch 1/1... Discriminator Loss: 1.2844... Generator Loss: 0.9982 Epoch 1/1... Discriminator Loss: 1.2265... Generator Loss: 0.9548 Epoch 1/1... Discriminator Loss: 1.1586... Generator Loss: 0.8423
Epoch 1/1... Discriminator Loss: 1.1509... Generator Loss: 0.9580 Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 1.0467 Epoch 1/1... Discriminator Loss: 1.0126... Generator Loss: 0.9280 Epoch 1/1... Discriminator Loss: 0.9912... Generator Loss: 0.8445 Epoch 1/1... Discriminator Loss: 1.2164... Generator Loss: 0.9165 Epoch 1/1... Discriminator Loss: 1.3180... Generator Loss: 0.7918 Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.8202 Epoch 1/1... Discriminator Loss: 1.2605... Generator Loss: 0.9449 Epoch 1/1... Discriminator Loss: 1.2273... Generator Loss: 0.8296 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.7716 Epoch 1/1... Discriminator Loss: 1.1771... Generator Loss: 0.7641 Epoch 1/1... Discriminator Loss: 1.1986... Generator Loss: 0.8922 Epoch 1/1... Discriminator Loss: 1.0563... Generator Loss: 0.8558 Epoch 1/1... Discriminator Loss: 1.0856... Generator Loss: 1.0204 Epoch 1/1... Discriminator Loss: 0.9626... Generator Loss: 0.8345 Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.9038 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 0.7991 Epoch 1/1... Discriminator Loss: 1.1317... Generator Loss: 1.1011 Epoch 1/1... Discriminator Loss: 1.2973... Generator Loss: 0.9826 Epoch 1/1... Discriminator Loss: 1.1267... Generator Loss: 0.8041
Epoch 1/1... Discriminator Loss: 1.1097... Generator Loss: 0.7752 Epoch 1/1... Discriminator Loss: 0.9481... Generator Loss: 0.9281 Epoch 1/1... Discriminator Loss: 0.8865... Generator Loss: 1.1903 Epoch 1/1... Discriminator Loss: 0.8004... Generator Loss: 0.9908 Epoch 1/1... Discriminator Loss: 1.1234... Generator Loss: 0.7709 Epoch 1/1... Discriminator Loss: 0.8060... Generator Loss: 1.2407 Epoch 1/1... Discriminator Loss: 1.1072... Generator Loss: 0.9779 Epoch 1/1... Discriminator Loss: 1.1911... Generator Loss: 0.4775 Epoch 1/1... Discriminator Loss: 1.5185... Generator Loss: 2.1732 Epoch 1/1... Discriminator Loss: 0.5964... Generator Loss: 1.3095 Epoch 1/1... Discriminator Loss: 0.7996... Generator Loss: 0.7481 Epoch 1/1... Discriminator Loss: 0.7941... Generator Loss: 0.7445 Epoch 1/1... Discriminator Loss: 1.4041... Generator Loss: 0.5563 Epoch 1/1... Discriminator Loss: 1.2439... Generator Loss: 0.8664 Epoch 1/1... Discriminator Loss: 0.6853... Generator Loss: 1.0130 Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 1.9631 Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 0.5758 Epoch 1/1... Discriminator Loss: 1.6158... Generator Loss: 0.5261 Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.9766 Epoch 1/1... Discriminator Loss: 1.5019... Generator Loss: 1.2576
Epoch 1/1... Discriminator Loss: 1.5630... Generator Loss: 1.0616 Epoch 1/1... Discriminator Loss: 1.5798... Generator Loss: 0.4216 Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 1.2318 Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 1.3231 Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 0.8781 Epoch 1/1... Discriminator Loss: 1.1969... Generator Loss: 0.7567 Epoch 1/1... Discriminator Loss: 0.9946... Generator Loss: 0.7371 Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 0.7721 Epoch 1/1... Discriminator Loss: 1.1843... Generator Loss: 1.5576 Epoch 1/1... Discriminator Loss: 0.9653... Generator Loss: 1.1699 Epoch 1/1... Discriminator Loss: 1.3253... Generator Loss: 0.4472 Epoch 1/1... Discriminator Loss: 0.9733... Generator Loss: 1.1206 Epoch 1/1... Discriminator Loss: 1.2792... Generator Loss: 1.1502 Epoch 1/1... Discriminator Loss: 1.5737... Generator Loss: 0.5090 Epoch 1/1... Discriminator Loss: 1.2085... Generator Loss: 0.8922 Epoch 1/1... Discriminator Loss: 1.0455... Generator Loss: 1.1533 Epoch 1/1... Discriminator Loss: 0.8646... Generator Loss: 0.8871 Epoch 1/1... Discriminator Loss: 0.9378... Generator Loss: 1.0203 Epoch 1/1... Discriminator Loss: 0.7703... Generator Loss: 0.9961 Epoch 1/1... Discriminator Loss: 0.9606... Generator Loss: 1.6167
Epoch 1/1... Discriminator Loss: 0.9705... Generator Loss: 0.9733 Epoch 1/1... Discriminator Loss: 1.5403... Generator Loss: 0.5400 Epoch 1/1... Discriminator Loss: 1.2335... Generator Loss: 0.6446 Epoch 1/1... Discriminator Loss: 1.3361... Generator Loss: 1.7312 Epoch 1/1... Discriminator Loss: 1.5367... Generator Loss: 0.3921 Epoch 1/1... Discriminator Loss: 1.0688... Generator Loss: 1.6922 Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 1.1561 Epoch 1/1... Discriminator Loss: 1.5873... Generator Loss: 0.3599 Epoch 1/1... Discriminator Loss: 1.8327... Generator Loss: 0.3334 Epoch 1/1... Discriminator Loss: 1.7021... Generator Loss: 1.8785 Epoch 1/1... Discriminator Loss: 0.7154... Generator Loss: 1.0239 Epoch 1/1... Discriminator Loss: 1.4909... Generator Loss: 0.4210 Epoch 1/1... Discriminator Loss: 0.6859... Generator Loss: 1.1028 Epoch 1/1... Discriminator Loss: 0.9054... Generator Loss: 1.3802 Epoch 1/1... Discriminator Loss: 1.1585... Generator Loss: 1.0738 Epoch 1/1... Discriminator Loss: 1.4852... Generator Loss: 0.6111 Epoch 1/1... Discriminator Loss: 1.2549... Generator Loss: 0.8333 Epoch 1/1... Discriminator Loss: 1.0332... Generator Loss: 0.9011 Epoch 1/1... Discriminator Loss: 1.5909... Generator Loss: 1.7393 Epoch 1/1... Discriminator Loss: 0.9664... Generator Loss: 1.2568
Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.6078 Epoch 1/1... Discriminator Loss: 1.0469... Generator Loss: 0.6059
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.